diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1eb164104e417e18af9f9ead2f441b7f9e68b38d..8ceb681948204c2c9766af123814456a2bb189b5 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": "20260503T060035Z", - "generated_at": "2026-05-03T06:02:10Z", + "snapshot_id": "20260503T120038Z", + "generated_at": "2026-05-03T12:08:40Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "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-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,76 @@ } ] }, + { + "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.", @@ -1812,58 +1684,6 @@ } ] }, - { - "cluster_id": "cluster-44001-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44002, - "code_similarity": 0.175, - "size_similarity": 0.595, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.375, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2169,16 +1989,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2188,6 +1998,15 @@ "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, @@ -2205,16 +2024,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-3", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44001, - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ad82646cfac58421e42c47940d18fcc082888353..67b3c22d76fb6d85847eb374d214dd84a4d7d177 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": "20260503T060035Z", - "generated_at": "2026-05-03T06:02:10Z", + "snapshot_id": "20260503T120038Z", + "generated_at": "2026-05-03T12:08:40Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e0a3f59e80b7734e138b609915d6e38cb7c1c6f2505843c600ec3ee6c76e5f9b", + "prepared_review_unit_hash": "d55cd669cfa52546c42d6f37dc21ca91a6a942d49666c64d1c7a0fd8ce5d1ea1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates: one is about Tapas tokenization differing from TensorFlow, one is about a bad login/auth error for private model downloads, and one is a generic model-loading failure for bert-base-uncased. The only possible overlap is between the two model-related issues, but the titles point to different failure modes and targets.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 16618 is the broadest model-loading report in the set, so it is the best representative if one issue must be chosen. The other two are narrower and appear to describe different problems.", + "summary": "The three issues are not duplicates: one is about TAPAS tokenization drift, one about an authentication/download error for private models, and one about loading bert-base-uncased. They share only vague model-loading/tokenization language.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues describe different failure modes and different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the closest thing to a central symptom-based issue, but the cluster is not really a duplicate set.", + "best_issue_reason": "Issue #16618 is the most concrete user-facing model-loading failure and the broadest representative of the cluster, but it still does not match the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: tokenizer behavior vs failing to load a model. No evidence they describe the same bug." + "reason": "TAPAS tokenization parity with TensorFlow is a different bug from failing to load bert-base-uncased; different model, different subsystem, different symptom." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "15980 is specifically about private-model download/authentication, while 16618 is a general inability to load bert-base-uncased. The titles suggest different root causes." + "reason": "Private-model download/login error is an auth/error-handling problem, not the same as a generic bert-base-uncased load failure." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -169,20 +169,20 @@ "issue:39290|issue:45081", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:44918|issue:45161", "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:43039|issue:44918", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", - "issue:44918|issue:45685", + "issue:44560|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:43039|issue:44805", @@ -206,14 +206,14 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "74c4f26a75b997380c093e969a91731cf72f36ba3bedaae2ce731535e47141cd", + "prepared_review_unit_hash": "eae579650a58d0a9e6fcffb65cca4f1d3da46e7b89972688b9f3dd1ed645710c", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 47, @@ -228,384 +228,384 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the only clear duplicate subgroup is the DeepSpeed ZeRO-3 index-0-out-of-bounds trio around Bert/Gemma3 loading. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3 index-out-of-bounds bug; 41762 and 43638 look like model-specific variants of the same underlying failure.", + "summary": "This cluster is mostly noisy and spans many unrelated bugs. The only clear duplicate pair is the DeepSpeed ZeRO-3/Bert index-out-of-bounds report (43596/43638); most other soft pairs are different failures in different models, hardware paths, or docs topics.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43596 is the broadest clean representative of the only clear duplicate subcluster; 43638 is the same ZeRO-3/Bert index-out-of-bounds bug with a narrower 'non pretrained Bert model' wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best anchor for the real duplicate subgroup, but it does not represent the rest of this largely unrelated cluster.", + "best_issue_reason": "43596 is the best issue representative because it is the general form of the duplicate ZeRO-3/Bert failure and is clearer than the more specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + "reason": "Different Qwen3.5 bugs: a missing config attribute vs a chat/streaming inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime issues on different backends and code paths." + "reason": "Unrelated failures: AMD GPU runtime issue vs MPS histogram not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug class: image-preprocessor dtype mismatch vs AMD GPU model failure." + "reason": "Different code paths: image preprocessor/model dtype mismatch vs AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend complaints, but they are not the same concrete failure." + "reason": "Autocast dtype mismatch and AMD GPU failure are different bugs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and symptoms; no shared code-path bug is evident." + "reason": "Different issues in different models: AMD GPU failure vs GraniteMoE invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime errors; not the same underlying bug." + "reason": "Different model/runtime problems: Qwen-3-8B-NVFP4 vs AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failure modes; no common concrete fix." + "reason": "ONNX export failure and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug vs CUDA assert under device mapping are unrelated." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they cover different removed references." + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same concrete issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue vs import-path breakage are distinct problems." + "reason": "ModernBERT ONNX export and GenerationMixin import failure are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different symptoms: ZeRO-3 index error vs mask-shape mismatch." + "reason": "Both are index errors, but one is the ZeRO-3/Bert out-of-bounds bug and the other is a separate mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same generic index-style failure surface is not enough; the concrete bugs differ." + "reason": "The ZeRO-3/Bert index-out-of-bounds report is not the same as the generic mask shape mismatch error." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch and GPT-OSS MoE TP failure are unrelated." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Different training-time errors with no shared concrete root cause." + "reason": "Generic mask/tensor shape mismatch and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping helper failure vs mask/tensor shape error are unrelated." + "reason": "Tokenizer mapping-name bug and mask shape mismatch are different code paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset handling vs ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset issue and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete bugs differ." + "reason": "Collective mismatch in Jamba/DeepSpeed and Bert ZeRO-3 index-out-of-bounds are different failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern, with only model naming differing." + "reason": "Same underlying ZeRO-3/Bert index-out-of-bounds bug; the second issue is just a more specific variant." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both involve text generation correctness, but the detokenization and LoRA merge issues are different." + "reason": "DeepSeek detokenization and LoRA merge/save-load inconsistency are different bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call path vs GPT-OSS TP support are unrelated." + "reason": "Liger Kernel cross_entropy being called and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime issues with no shared code path." + "reason": "Qwen NVFP4 runtime failure and LoRA merge/load mismatch are different problems." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-shape bug." + "reason": "FSDP/activation-checkpointing size mismatch and mask shape mismatch are different errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but they are different runtime failures." + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel support." + "reason": "Bert ZeRO-3 index-out-of-bounds and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing error vs trainer compute_loss signature change are unrelated." + "reason": "Activation-checkpointing recompute mismatch and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures and different subsystems." + "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config regression vs Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3 sliding_window_pattern missing and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking vs GPT-OSS TP support are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Different distributed-training and device-mapping problems." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model/backend issues with no shared root cause." + "reason": "Autocast dtype mismatch and GPT-OSS MoE TP failure are different problems." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Grouped_mm tracing failure vs dtype mismatch are unrelated." + "reason": "Qwen NVFP4 failure and TRL SFT unpacking issue are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Different models and runtime paths; not a duplicate." + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index-out-of-bounds are different model-specific bugs." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy call vs TRL input embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure during model loading/training." + "reason": "Liger Kernel cross_entropy issue and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for removed v5 APIs, but they target different removals." + "reason": "Both are docs-only v5 cleanup issues, but they cover different removed items and are not the same change." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific errors: dtype mismatch vs StopIteration in video embedding." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are different bugs." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS int histogram limitation." + "reason": "Autocast dtype mismatch and MPS histogram_int failure are unrelated." }, { - "left": "issue:44918", + "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "TRL trainer issue vs MPS backend limitation are unrelated." + "reason": "Qwen3-vl video StopIteration and MPS histogram_int failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different code paths; both mention loss computation but not the same bug." + "reason": "Liger Kernel cross_entropy being called and autocast dtype mismatch are different code-path problems." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature mismatch are unrelated." + "reason": "Collective mismatch in DeepSpeed and CustomTrainer compute_loss signature break are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy call is unrelated to mask/index shape errors." + "reason": "Liger Kernel cross_entropy and mask shape mismatch are different failures." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP issue vs import error are unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 index-out-of-bounds bug, just shown on different model classes." + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index-out-of-bounds are different model/code paths." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mention different removed/changed APIs and are not the same issue." + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate cleanup items." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model regressions: Gemma3/vLLM config vs Qwen3 device mapping assert." + "reason": "Gemma3 sliding_window_pattern missing and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH load failure are different bugs." + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure vs corrupted checkpoint are not the same bug." + "reason": "GLM-4.7-Flash load issue and Ovis2 corrupted checkpoint are different bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index-related errors, but the actual tensor/shape failures differ." + "reason": "Mask-index shape mismatch and Bert ZeRO-3 index-out-of-bounds are not the same failure." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Gemma sliding-window regressions with distinct code paths." + "reason": "Gemma3 sliding_window_pattern missing and Qwen3-MoE sliding_window issue are different model-specific bugs." }, { "left": "issue:43425", - "right": "issue:45070", + "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility vs pydantic PretrainedConfig breakage are unrelated." + "reason": "Torch 2.10 incompatibility and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming chat/completions failure are different pathways and not clearly the same bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug vs corrupted checkpoint are unrelated." + "reason": "Mistral3 lm_head weight tying bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure vs pydantic config breakage are unrelated." + "reason": "Whisper runtime failure and PretrainedConfig pydantic-model break are different issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime and backend-specific failures." + "reason": "Qwen3.5 streaming inference failure and MPS histogram_int failure are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing grouped_mm issue vs MPS histogram limitation are unrelated." + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_int failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral tracing failure and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different dtype/tracing failures with no shared concrete bug." + "reason": "Mixtral grouped_mm tracing and autocast dtype mismatch are different code-path issues." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import error vs Gemma3/vLLM config error are unrelated." + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern missing are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are different problems." + "reason": "Voxtral processor failure and template-node compilation error are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are runtime shape/index issues, but the concrete failures are different." + "reason": "Mask shape mismatch and Gemma3 ZeRO-3 load failure are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-model break are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 TRL SFT embedding unpacking issue and GPT-OSS MoE TP failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate cluster is the ZeRO-3 index-out-of-bounds trio (41762/43596/43638), and the rest of the cluster appears heterogeneous. The soft-edge verdicts are generally conservative, and the note that no PRs are present is supported by the packet." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate pair is issue:43596 / issue:43638, and the rest of the false verdicts are phrased cautiously without overstating sameness." }, "evaluator_used": true, "retried": false, @@ -621,17 +621,18 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ + "issue:36331", "issue:39186", "issue:39290", "issue:39692", "issue:40990", "issue:41093", - "issue:41553", + "issue:41762", "issue:42915", "issue:43054", "issue:43296", @@ -648,7 +649,6 @@ "issue:43828", "issue:43866", "issue:43873", - "issue:43883", "issue:43950", "issue:43975", "issue:43994", @@ -685,8 +685,8 @@ "issue:43366|issue:45464", "issue:43531|issue:45070", "issue:39290|issue:43742", - "issue:43054|issue:43994", "issue:41093|issue:43596", + "issue:43054|issue:43994", "issue:43541|issue:44589", "issue:40990|issue:44960", "issue:45632|issue:45698", @@ -696,9 +696,9 @@ "issue:43645|issue:45399", "issue:44530|issue:45005", "issue:44863|issue:45005", - "issue:44360|issue:44512", "issue:42915|issue:45399", "issue:43873|issue:45005", + "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", @@ -708,249 +708,243 @@ "issue:39692|issue:43054", "issue:43828|issue:44928", "issue:43866|issue:44403", - "issue:41553|issue:43883" + "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "8148a6188c940d9596c151138783d15fc58ad5d85c8b748758d408f21eb57055", + "prepared_review_unit_hash": "55cd2a74eae8af6a35650ac10e344e2d26bf9f8da3c99358e9c739f540a80223", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37181, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "serialized_chars": 37272, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate cluster stands out: the v5 non-persistent buffer corruption reports. Most other pairs are only superficially similar and should remain separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43950 is the clearest and most general report of the non-persistent buffer regression, explicitly tying it to `from_pretrained()` and `register_buffer(persistent=False)` in Transformers 5.x.", + "summary": "The v5 non-persistent-buffer reports form a solid duplicate cluster around the same regression in `from_pretrained`/buffer restoration. The `trust_remote_code`/custom-module loading pair is plausible but too under-evidenced here to call a duplicate; their titles suggest adjacent loading issues, not clearly one mergeable fix.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the most precise representative: it names the `from_pretrained` path and the non-persistent-buffer corruption directly, and it cleanly subsumes the other v5 buffer reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 best represents the underlying bug because it states the concrete failure mode and regression scope more precisely than the shorter duplicate reports.", + "best_issue_reason": "43950 is the best global issue because it states the concrete regression most clearly and matches the shared symptom across the confirmed duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading failure in vLLM versus GGUF/gpt-oss architecture support." + "reason": "Different problems: PaddleOCR-VL/vLLM model loading failure vs GGUF architecture support request." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Unrelated config regressions: missing `pad_token_idx` in StableLm versus pydantic `PretrainedConfig` field behavior." + "reason": "Both mention config fields, but one is a missing `pad_token_idx` and the other is a broader `PretrainedConfig`/pydantic regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve v5/quantization or weights, but the concrete failures are different and not the same bug." + "reason": "One is an int4 memory/OOM regression; the other is tied-weights behavior on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral torch dynamo grouped_mm tracing error is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "MoE is too broad here; grouped_mm tracing on Mixtral is not the same bug as the GPT-OSS tensor-parallel issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different runtime paths and failures: autocast dtype mismatch versus streaming chat/completions failure." + "reason": "Different failure modes and code paths: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` unexpected argument error is a distinct loading bug from the pydantic config regression." + "reason": "Unexpected `_is_hf_initialized` handling during init-empty-weights is a different bug from the pydantic field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF GPT-OSS support and Qwen3.5 streaming API failures are unrelated." + "reason": "GGUF architecture support and Qwen3.5 streaming API failure are unrelated issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is a model-specific issue, not the same as the config-field regression." + "reason": "Qwen3-MoE `sliding_window` behavior is not the same as the `PretrainedConfig`/pydantic regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: Gemma3TextConfig/vLLM attribute error versus MobileLLM key error." + "reason": "Different models and failure modes: missing `sliding_window_pattern` in vLLM vs a key error loading MobileLLM-125M." }, { - "left": "issue:43054", - "right": "issue:43994", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Both mention SigLIP2, but one is about embedding quality while the other is AutoModel/pipeline output being nonsensical." + "reason": "Both are indexing errors, but the shape-mismatch mask bug and the ZeRO-3 empty-dimension BertModel error are distinct." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43054", + "right": "issue:43994", "accept": false, - "reason": "Both are index errors, but the tensor/mask mismatch and the zero-sized tensor during ZeRO3 init are different failure modes." + "reason": "Both are SigLIP2-related, but embedding quality complaints and bad AutoModel/pipeline outputs are not clearly the same concrete bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different runtime/storage problems: dynamo tracing grouped_mm versus missing Float8 storage object." + "reason": "Grouped_mm tracing on Mixtral is unrelated to the Float8 storage lookup failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity on gpt-oss-20b and GLM5 are unrelated model-evaluation reports." + "reason": "Perplexity on gpt-oss-20b and the GLM5 issue are separate model-specific reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch custom model loading, but the titles point to different concrete bugs: cache-path collision versus wrong module loaded after save." + "reason": "The titles point to adjacent `from_pretrained`/custom-module loading problems, but the evidence is not strong enough to show the same concrete bug or one mergeable fix." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Image-preprocessor dtype mismatch and TRL SFT embedding unpacking are different failure paths." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is a different training/loading issue than Qwen3.5 input-embedding unpacking." + "reason": "FSDP weight-shape failure and Qwen3.5 SFT trainer unpacking error are not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are not the same as translation-model tied-weight issues in v5." + "reason": "The tied-weights language overlaps, but the Mistral3 image-text model issue is too specific to treat as the same regression." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback blocking are separate regressions." + "reason": "Custom model initialization in notebooks is unrelated to flash-attn2 fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure is unrelated to translation-model tied weights." + "reason": "PagedAttention invalid group type on Qwen3.5 is unrelated to tied-weight handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-support issue." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "DSA indexer discussion is unrelated to a removed docs run command." + "reason": "NemotronH checkpoint loading failure is a different issue from tied weights." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback blocking checks." + "reason": "FineGrainedFP8Config failure on Qwen3-MoE is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is not the same as tied-weight handling." + "reason": "Quantization/offloading behavior is not the same as the tied-weight regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to outdated docs for the removed run command." + "reason": "Cache-strategy typo and removed run-command docs are different documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and NVFP4 runtime failure are distinct issues." + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime error do not share a concrete code path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 regression where non-persistent buffers are corrupted/junk-filled during loading." + "reason": "Both report the same v5 non-persistent-buffer corruption/junk symptom and appear to describe the same regression." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Not an exact pair in the cluster, but they are effectively the same bug family; keep 43950 as the canonical report." - }, - { - "left": "issue:43644", - "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: Transformers v5 mishandles non-persistent buffers and loads junk values." + "reason": "These are the same v5 non-persistent-buffer corruption bug, with slightly different wording and scope." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Different model/runtime failures: Qwen-3-8B-NVFP4 error vs GraniteMoEHybrid invalid method." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc example errors versus degraded text embeddings are related to the model family but not the same concrete bug." + "reason": "SigLIP2 docs/example errors and SigLIP2 embedding quality complaints are related by model family but not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both involve dtype/numerics, but the autocast mismatch and RLHF NaN collapse arise from different code paths." + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids/SDPA fallback are different failure modes." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loader noise are not the same issue." + "reason": "A corrupted checkpoint and an unrelated loading-noise issue are not the same bug." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Bad tokenizer error message for Voxtral and missing `all_tied_weights_keys` on Molmo are unrelated." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to the Gemma3 ZeRO-3 zero-size index error." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge judgments are generally conservative. The canonical choice of issue 43950 is well supported by the titles, and the accepted pairs (43950\u219444534 and 43644\u219444534) are clear duplicates of the same non-persistent-buffer regression. The other rejections stay cautious and do not overstate similarity." + "accept": false, + "feedback": "The v5 non-persistent-buffer duplicates are well supported, but the 45632/45698 acceptance is too strong for the packet. Their titles suggest related `from_pretrained`/custom-module loading issues, yet not clearly the same concrete bug or a single mergeable fix from the evidence provided. The summary also overstates this as a clear duplicate set. Please keep that pair conservative unless you have stronger body-level evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -963,12 +957,11 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ - "issue:36331", "issue:38175", "issue:41553", "issue:41762", @@ -1010,6 +1003,7 @@ "issue:45020", "issue:45081", "issue:45237", + "issue:45305", "issue:45313", "issue:45356", "issue:45399", @@ -1017,7 +1011,7 @@ "issue:45701" ], "soft_pairs": [ - "issue:36331|issue:41762", + "issue:41553|issue:43883", "issue:43872|issue:44589", "issue:43054|issue:45701", "issue:38175|issue:43054", @@ -1025,18 +1019,18 @@ "issue:42947|issue:44387", "issue:43054|issue:43493", "issue:44403|issue:44451", - "issue:43881|issue:43883", - "issue:43975|issue:45520", "issue:43643|issue:45020", - "issue:44403|issue:44488", + "issue:43975|issue:45520", + "issue:43881|issue:43883", "issue:43975|issue:45237", + "issue:44403|issue:44488", "issue:42947|issue:43856", + "issue:43782|issue:44960", "issue:42491|issue:44368", "issue:41762|issue:42915", - "issue:43782|issue:44960", "issue:43975|issue:44451", - "issue:43824|issue:43872", "issue:44661|issue:45020", + "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45356", "issue:43827|issue:44509", @@ -1050,239 +1044,257 @@ "issue:43742|issue:45020", "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:43854|issue:44863", "issue:42915|issue:43872", - "issue:41553|issue:44488" + "issue:43854|issue:44863", + "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "9b0caf7690518cbe9b906fe2f653e8d45a86eaf59efab62c5393258d7b3a62d9", + "prepared_review_unit_hash": "dda675ae4909af8a9f1762b1307162ed094a71f105e2b57d23a70e9a1d5e8a84", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37862, - "estimated_input_tokens": 9466, - "estimated_eval_tokens": 19188 + "serialized_chars": 37872, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans several unrelated loading, tokenizer, quantization, and training regressions. Only one soft edge is a clear duplicate pair; the rest are at best broad thematic matches, not the same concrete bug. The broad remote_code loading regression is still the best umbrella issue, but the summary should not claim more duplicate pairs than the verdicts support.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, explicitly covering recent transformers versions breaking remote_code model loading, which matches the cluster\u2019s main recurring theme better than the narrower model-specific reports.", + "summary": "This set is mostly a grab-bag of unrelated issue families, with only a few true duplicate pairs. The clearest duplicate groups are the docs pipeline cleanup, the `_is_hf_initialized` / `init_empty_weights` TypeError, the Whisper fbank failure, and the SigLIP2 implementation discrepancy.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue spans the whole set; the items split into several unrelated bug families. If a representative is needed for the strongest duplicate pair, issue 44291 is the clearest canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative because it captures the shared loading-regression theme across many of the issues, while most others are narrower, model-specific manifestations.", + "best_issue_reason": "Issue 44291 is the best overall representative because it states the concrete root failure (`init_empty_weights` / unexpected `_is_hf_initialized` argument) most precisely and cleanly subsumes the broader 43872 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Unrelated bugs: trainer API signature mismatch vs Gemma3 ZeRO-3 load failure." + "reason": "Different models and failure modes; a bad Voxtral AutoTokenizer message is unrelated to the Molmo tied-weights attribute error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different low-level failures: bitsandbytes kwarg incompatibility vs missing Float8 storage type." + "reason": "Both are bitsandbytes/quantization-related, but the concrete failures differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both involve model behavior/tokenization, but one is embedding quality and the other is a tokenizer-version regression." + "reason": "Same broad SigLIP2/tokenization area, but one is an embedding-quality complaint and the other is a versioned tokenizer regression; not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the symptoms are different and not clearly the same concrete bug." + "reason": "Both involve SigLIP2, but zero probabilities is not the same concrete issue as worse-than-SigLIP text embeddings." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different targets and failure modes: Voxtral AutoTokenizer error vs glm-4v-9b loading failure." + "reason": "A Voxtral AutoTokenizer error message issue is unrelated to a glm-4v-9b loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing issue vs int4 quantization memory/OOM regression." + "reason": "Gradient-checkpointing/LoRA behavior and int4 CUDA reserved-memory/OOM regressions are different code-path problems." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one reports embedding quality and the other a HF-vs-JAX discrepancy." + "accept": true, + "reason": "Both point to a SigLIP2 implementation/reference mismatch; 43493 is the more explicit statement of the same underlying discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise report vs a specific model-loading failure for ScandiBERT." + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same defect." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Both mention remote code, but 43643 is an AutoConfig field-loss bug while 45020 is a broader loader regression." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs import_utils flash_attn lookup on Python 3.13." + "reason": "Detokenization for deepseek-coder and a Python 3.13 flash-attn import error are unrelated." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Related broadly to remote_code, but one is missing fields in AutoConfig and the other is a wider regression report." + "reason": "A glm-4v-9b loading failure and a missing `all_tied_weights_keys` attribute in Molmo are different issues." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure for sleng-bert." + "reason": "Deepseek detokenization and AMD GPU incompatibility for GPT-OSS-20B are unrelated." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer bug vs AMD GPU runtime incompatibility." + "reason": "Different model-loading failures; the generic noise report does not match the cjvt/sleng-bert load issue." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different problems: ineffective gradient checkpointing vs Qwen3 MoE memory usage." + "reason": "LoRA gradient-checkpointing and Qwen3 MoE training memory usage are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "A Qwen3VL `weight_only=True` load error is unrelated to the GLM5 issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "qwen3_moe LoRA compatibility regression vs a warning about tie_word_embeddings; not the same bug." + "reason": "LoRA portability across hf4.x/hf5.x and the `tie_word_embeddings` warning are different model-configuration issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are separate load paths." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only failure vs unrelated GLM5 issue." + "reason": "DeepSpeed ZeRO-3 Gemma3 load failure and Qwen3 MoE fp8 failure are distinct loader problems." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model load issues on different models." + "reason": "Deepseek detokenization and ScandiBERT tokenizer loading are unrelated." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Import error for a missing symbol vs bitsandbytes init-kwarg incompatibility." + "reason": "Model-registration logic in `add-new-model-like` is not the same bug as remote_code loader regressions." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Tokenizer-mapping/add-new-model-like bug vs broad remote_code regression; different code paths." + "reason": "Qwen2.5-VL import failure and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback blocking are different issues." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code loading regressions and a Kimi-K2.5 tokenizer codec regression are different bugs." + "reason": "A broad remote_code regression and a specific Kimi-K2.5 tokenizer/codec regression are not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same documentation bug: v5 docs still reference removed pipeline tasks." + "reason": "Both reports are the same docs cleanup: stale pipeline-task references after v5 removals." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex crash vs flash-attn fallback gating; unrelated fixes." + "reason": "A Mistral regex patch crash and flash-attn fallback gating are unrelated." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Likely both touch Whisper/audio, but the concrete failures are not clearly the same from the titles alone." + "accept": true, + "reason": "These look like the same Whisper run failure, with `_torch_extract_fbank_features()` being the likely underlying cause." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head bug vs non-persistent buffer corruption; distinct loader behaviors." + "reason": "Tied lm_head weights in Mistral3 and non-persistent buffer corruption are different loading-state bugs." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion problem vs Ovis2 checkpoint corruption." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and an Ovis checkpoint corruption report are unrelated." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Different model families and different load failures." + "reason": "A MobileLLM key error and flash-attn fallback gating are different problems." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 failure is specific; 45020 is a broader remote_code regression umbrella." + "reason": "Qwen3 MoE fp8 loading failure and broad remote_code breakage are not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer targets and different failure types." + "reason": "Voxtral AutoTokenizer error messaging and EMBEDDIA tokenizer loading failures are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific key error for MobileLLM loading vs broad remote_code regression." + "reason": "MobileLLM key error and generic remote_code regressions are not the same concrete issue." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3-family ZeRO-3 failures, but the titles do not establish the same exact code-path bug; too broad to merge confidently." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same concrete incompatibility: loading with `init_empty_weights` triggers an unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different model-specific loading errors." + "reason": "Qwen3 MoE weight-conversion failure and gradient averaging under DeepSpeed are different training/loading issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The representative-issue choice is reasonably grounded, and most pair rejections are conservative, but the summary overstates the evidence: it says \"only two soft edges look like true duplicates\" even though only one pair is actually accepted and the packet does not clearly support a second duplicate. Tighten that claim and keep the summary fully aligned with the verdicts." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are limited and plausibly supported by the titles/body metadata, and the rejected pairs are framed cautiously without overclaiming. No mergeability problems apply here since these are issue pairs, not PR pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1295,8 +1307,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1307,10 +1319,9 @@ "issue:38175", "issue:39692", "issue:41093", - "issue:42491", + "issue:41553", "issue:42617", "issue:42915", - "issue:43257", "issue:43317", "issue:43366", "issue:43531", @@ -1320,7 +1331,6 @@ "issue:43644", "issue:43645", "issue:43646", - "issue:43720", "issue:43824", "issue:43828", "issue:43872", @@ -1329,6 +1339,7 @@ "issue:43994", "issue:44155", "issue:44479", + "issue:44488", "issue:44530", "issue:44534", "issue:44560", @@ -1342,27 +1353,26 @@ "issue:44918", "issue:44928", "issue:45030", - "issue:45305", + "issue:45313", "issue:45325", + "issue:45357", "issue:45538", "issue:45584", - "issue:45588", - "issue:45685" + "issue:45588" ], "soft_pairs": [ - "issue:44928|issue:45588", - "issue:43257|issue:45305", "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:41553|issue:44488", "issue:41093|issue:44805", "issue:43872|issue:45538", - "issue:44479|issue:44560", "issue:44530|issue:44863", + "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43550|issue:44910", - "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:43824|issue:43957", "issue:43950|issue:45325", @@ -1371,8 +1381,8 @@ "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:38175|issue:43994", - "issue:43646|issue:43950", "issue:36010|issue:42915", + "issue:43646|issue:43950", "issue:44560|issue:44805", "issue:44877|issue:45030", "issue:43638|issue:44661", @@ -1380,228 +1390,222 @@ "issue:43317|issue:44756", "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:42491|issue:43720" + "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "a8ae6e982715dbd90ef0ec0d5d7d57fab531dad53500f978d62bb45695d83d99", + "prepared_review_unit_hash": "811df139565ffa2378daf0409c79814cdb4ef218ec824691bb800cf0a464430e", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37220, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and splits into a few small duplicate clusters rather than one single underlying bug. Strong duplicate matches exist for the non-persistent buffer regression, the identical mask-shape IndexError reports, the custom-model init regression, and the SigLIP2 output regression. Most other pairs are related only at a broad subsystem level and should remain separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43644 is the best anchor for the largest clean duplicate subcluster: it clearly describes the Transformers v5 non-persistent-buffer regression, and 44534 is essentially the same report with reworded wording.", + "summary": "Most pairs are clearly unrelated; only the two Transformers 5.0 regression pairs look like true duplicates. The strongest canonical duplicate is the non-persistent-buffer regression, while the broadest representative issue is the custom model initialization regression.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the clearest canonical report: it states the non-persistent-buffer regression directly and has an almost verbatim duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the most canonical overall because it is a clear, self-contained regression report with a direct duplicate-style counterpart and a precise failure mode.", + "best_issue_reason": "issue:43646 is the best overall representative because it captures the broader custom-model-initialization regression, while 43645 is just the notebook-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different failure modes and code paths: RLHF gradient explosion from Qwen3.5 position IDs vs flash_attention.py s_aux=None crash." + "reason": "Different bugs: a CustomTrainer API signature change vs a mask/tensor shape mismatch IndexError." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen/DeepSpeed training, but one is a loading/weight-conversion problem and the other is gradient-averaging with GAS; not the same bug." + "reason": "Different code paths: Qwen3.5 RLHF NaNs from 3D position_ids vs flash_attention.py crashing on s_aux=None." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Unexpected compute_loss kwargs vs mask/tensor shape mismatch are unrelated training/runtime errors." + "reason": "Both are loading failures, but they concern different models and different failure modes; not enough evidence for one underlying bug." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same IndexError symptom and essentially the same shape-mismatch bug report, just with different concrete sizes/details." + "accept": false, + "reason": "The errors are similarly worded, but the reports are generic enough that they could come from different mask-shape bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility vs tokenizer max_length constant; no shared underlying defect." + "reason": "Unrelated: a bitsandbytes init incompatibility vs an unusually large CLIPTokenizer model_max_length constant." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Both touch video handling in Qwen models, but the first is a broad v5.3.0 regression and the second is a specific StopIteration in the embedding model; too little evidence of one code-path bug." + "reason": "Different subsystems and failures: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Different model families and failures: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + "reason": "Both are video-related Qwen issues, but the affected models and concrete failures differ too much to treat as one bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map handling; unrelated." + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map handling are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support request vs Phi-tiny-MoE autocast dtype mismatch; different issues." + "reason": "GGUF/gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are different problems." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage across tracks vs Whisper empty-transcription handling after align_special_tokens; unrelated." + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are different model-specific bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support request vs Qwen3-MoE sliding_window bug; different change requests." + "reason": "Shared Qwen/MoE flavor is too broad; gpt-oss GGUF support and sliding_window behavior are not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "torch.compile/SDPA issue on Bamba-9B-v2 vs Qwen3.5 FlashAttention illegal-memory-access bug; distinct code paths." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Video inference StopIteration vs MPS histogram_mps Int error; unrelated." + "reason": "Different failures: Bamba SDPA/torch.compile vs Qwen3.5 flash-attention position_ids misinterpretation." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific presentation of 43646." + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; one report is just notebook-specific." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL import vs meta-device loading regression; not the same defect." + "reason": "Importing a missing Qwen2.5-VL class and meta-device loading regressions are different issues." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption vs Qwen2.5-VL rope-index scaling bug; unrelated." + "reason": "Both touch loading/serialization, but one is buffer corruption in from_pretrained and the other is a Qwen2.5-VL rope-index bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs meta-device model loading regression; different problems." + "reason": "Qwen3Moe FP8 load failure and meta-device model-loading regressions are separate issues." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support vs missing Float8 storage type; unrelated." + "reason": "gpt-oss GGUF support and Float8 storage lookup failure are not the same concrete bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration in inference vs Qwen3.5 embedding unpacking with trl SFT trainer; different failure paths." + "reason": "Qwen3-vl-embedding video StopIteration and Qwen3.5 embedding unpacking in TRL are different failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime problem vs GGUF architecture support request; not the same underlying bug." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model regression: both report incorrect/zero outputs from google/siglip2-base-patch16-224." - }, - { - "left": "issue:43646", - "right": "issue:43950", "accept": false, - "reason": "Both concern custom-model/loading behavior in Transformers 5.x, but one is init breakage and the other is buffer corruption; distinct regressions." + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough to confirm one bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure vs Qwen3Moe FP8 loading failure; unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8 load failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regressions are different from the non-persistent-buffer from_pretrained bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video input StopIteration vs mask/tensor shape mismatch; no shared bug." + "reason": "Video StopIteration and generic mask/tensor shape IndexError are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config preventing granite_speech load vs tiny-random glm4v config validation change; different model/config issues." + "reason": "Strict config loading for granite_speech and glm4v config validation are separate config-schema issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero-sized tensor index error during Deepspeed/BERT init vs tokenizer-mapping add-new-model-like failure; unrelated." + "reason": "DeepSpeed ZeRO-3 BertModel indexing and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both are loading/init-time failures, but one is DeepSpeed zero3/BERT indexing and the other is tokenizer mapping logic; not the same bug." + "reason": "Different bug classes: ZeRO-3 zero-sized tensor indexing vs tokenizer mapping registration logic." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure vs mmap OOM on Strix Halo; different environment-specific issues." + "reason": "device_map/offload loading failure and mmap-on-Strix-Halo OOM are related to memory, but not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in Transformers v5, with nearly identical titles and failure description." + "reason": "Near-verbatim duplicate reports of the same non-persistent-buffer junk regression in Transformers 5.x." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 wrong outputs vs SigLIP2 documentation/example errors; one is model behavior, the other is docs/example mismatch." + "reason": "Both mention SigLIP2, but one is an output-probability bug and the other is a documentation example with multiple distinct errors." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading issue; distinct model-specific bugs." + "reason": "DeepSpeed ZeRO-3 weight loading for language_model and incorrect visual-encoder save_pretrained keys are different Qwen3.5 problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The canonical anchor on 43644/44534 is supported by the titles, and the accepted soft-edge pairs are plausibly the same underlying bugs rather than just broad subsystem similarity. The rejected pairs mostly separate distinct failure modes appropriately." + "feedback": "The summary is grounded in the packet and stays conservative: the two accepted Transformers 5.x pairs are well supported by the issue titles/body themes, and the rejections avoid overclaiming on looser similarity. The representative/canonical choices also match the reports: 43646 is the broader custom-model-init report, while 43644 is the clearest non-persistent-buffer regression duplicate set." }, "evaluator_used": true, "retried": false, @@ -1617,8 +1621,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1637,6 +1641,7 @@ "issue:43644", "issue:43645", "issue:43708", + "issue:43720", "issue:43854", "issue:43856", "issue:43873", @@ -1647,6 +1652,7 @@ "issue:44155", "issue:44164", "issue:44291", + "issue:44292", "issue:44387", "issue:44402", "issue:44451", @@ -1655,15 +1661,14 @@ "issue:44683", "issue:44756", "issue:44910", + "issue:44912", "issue:44960", "issue:44977", "issue:44991", "issue:45216", "issue:45276", "issue:45292", - "issue:45313", "issue:45335", - "issue:45357", "issue:45362", "issue:45406", "issue:45588", @@ -1671,273 +1676,259 @@ "issue:45704" ], "soft_pairs": [ - "issue:45313|issue:45357", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:41720|issue:42915", "issue:43854|issue:43931", "issue:43708|issue:44075", "issue:42491|issue:45276", - "issue:41720|issue:42915", "issue:43856|issue:43873", "issue:43257|issue:43854", "issue:42915|issue:44756", "issue:39692|issue:43994", "issue:44488|issue:44991", "issue:42491|issue:43931", - "issue:44661|issue:44683", - "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:44661|issue:44683", "issue:44910|issue:45588", - "issue:42491|issue:45292", "issue:43404|issue:43454", - "issue:45276|issue:45335", + "issue:42491|issue:45292", "issue:36010|issue:39404", + "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:44402|issue:44488", "issue:41720|issue:44155", + "issue:42947|issue:45704", "issue:39692|issue:44960", + "issue:43873|issue:44387", "issue:43425|issue:43957", "issue:43335|issue:45663", - "issue:43873|issue:44387", - "issue:42947|issue:45704", "issue:44387|issue:44756", + "issue:44291|issue:44756", "issue:43854|issue:45216", - "issue:44291|issue:44756" + "issue:44292|issue:44912" ], - "prepared_review_unit_hash": "1b517ba8e933ea031c2277bd1b84f9af68e95fc2e4fb9705cf1e2314f17f7e6f", + "prepared_review_unit_hash": "ecfbef571b8638cc29835a2c8b6d461bb659e07fb9932b990c12b017739b5ecd", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37009, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37869, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only a small resize_token_embeddings subfamily looks remotely related. Under a strict duplicate standard, I would reject every soft edge here.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45292 is the broadest, least model-specific representative of the only plausible mini-cluster (resize_token_embeddings not propagating to outputs/embeddings).", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports. The only clear duplicate-style pair is the `resize_token_embeddings` regression in Gemma/T5Gemma; the rest differ by model, symptom, or code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45276 is the best canonical issue for the one true duplicate pair: it describes the broader `resize_token_embeddings` failure, while 45335 is a narrower T5Gemma instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the cleanest overall representative because it names an API-level regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 45276 is the strongest representative issue because it is broader and more general than its paired duplicate, with a clearer reproduction target and wider impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Different failure paths: ZeRO-3 loading of language_model vs save_pretrained writing wrong visual encoder keys." + "reason": "Both are generation failures, but they involve different models and different failure modes (GLM5 vs Qwen3.5 flash-attn)." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Same broad symptom class, but different models and likely separate load failures; not enough evidence of one underlying bug." + "reason": "Both are load failures for different BERT models, but there is no concrete evidence they stem from the same bug or code path." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility on hf5.x is unrelated to BitNet packed-weight loading under accelerate." + }, + { + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Unrelated models and different problem descriptions; one is generic GLM5, the other is a flash-attn generation bug." + "reason": "Same family name, but one is an A800 device-mapping assert and the other is a FineGrainedFP8Config failure; different bugs." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading issues, but one is a unit-test load failure and the other is a concrete weight-shape mismatch in a different model." + "reason": "Different models and different load errors: a unit-test load failure vs a weight-shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint resume max_steps logic and SGD optimizer args are unrelated." + "reason": "Resume/max_steps logic and SGD argument handling are unrelated code paths." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA checkpoint compatibility on hf4.x vs token embedding resize propagation are different code paths." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Same model family, but cudaErrorAssert on auto device mapping and FineGrainedFP8Config failure are distinct bugs." + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to Gemma4 resize-token-embedding behavior." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/efficiency, but one is Qwen3 MoE training memory usage and the other is offloading with quantization." + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior; too broad to merge." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "Different subsystems and models: accelerate+deepspeed MoE weight conversion vs GLM-4.7-Flash loading." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap/OOM are different resource-management bugs." + "reason": "Qwen3 MoE FP8 failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is a broken documentation example and the other is bad outputs with AutoModel/pipeline." + "reason": "Documentation example errors are not the same as a runtime inference regression on a specific SigLIP2 model." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both involve loading models/tokenizers, but the models and symptoms differ too much to be the same bug." + "reason": "Both are model/tokenizer loading issues, but they concern different models and no shared concrete failure mechanism is shown." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA save/load compatibility for qwen3_moe is not the same as Qwen3-VL weight-shape mismatch." + "reason": "LoRA/Qwen3 MoE incompatibility is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer mapping/model-addition issue vs compiled flex_attention torch version breakage; unrelated subsystems." + "reason": "Memory issues under training and int4 quantization are only broadly related; the bugs are not the same concrete failure." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Different regressions: junk-filled non-persistent buffers vs Jupyter custom-model initialization." + "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are memory-related, but one is training memory efficiency and the other is int4 reserved-memory/OOM behavior." + "reason": "Both are Transformers 5.0 regressions, but one is about buffer initialization and the other about notebook custom-model initialization." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different model-specific failures." + "reason": "Tokenizer-mapping logic and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the concrete bug differs: 3D position_ids parsing vs s_aux=None on sink-less models." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "qwen3_moe LoRA compatibility and resize_token_embeddings/output_embeddings are unrelated issues." + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation on Qwen3.5 and the other is an `s_aux=None` AttributeError on sink-less models." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern lm_head tying, but they affect different model classes and likely require separate fixes." + "reason": "Both involve lm_head tying, but they are different models and likely separate model-specific implementations." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Similar API symptom, but model-specific targets differ (gemma4 embed_tokens_per_layer/output_embeddings vs t5gemma decoder.embed_tokens)." + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to a resize-token-embeddings output-embedding bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin moved in one issue; Whisper return_language pipeline regression in the other." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating to model embeddings/output embeddings, with 45335 as a narrower T5Gemma example." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument are separate serialization/init bugs." + "reason": "Saving/loading `extra_state` and `init_empty_weights` TypeError are different state-loading problems." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs model loading failure for a different checkpoint are not the same bug." + "reason": "Tokenizer vocab-size mismatch is a different bug from a generic inability to load another BERT model." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and AudioFlamingo3 batched track leakage are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to a generic GLM5 issue." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to AudioFlamingo3 track-level token leakage." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading failures are different compatibility problems." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + "reason": "SigLIP2 documentation problems are unrelated to GLM5 generation/loading issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and increased reserved memory under int4 are different symptoms and code paths." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA vs apex FusedRMSNorm memory leak are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Both are memory/OOM themed, but one is int4 quantization memory growth and the other is mmap on Strix Halo." + "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased CUDA reserved memory/OOM; not the same bug." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Different models and operations: unit-test load failure for GLM-4.7-Flash vs incorrect save_pretrained checkpoint for Qwen3.5." + "reason": "Torch 2.10 compatibility and `torch.device(\"meta\")` loading regressions are separate issues." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to disabling mmap for Strix Halo OOM." + "reason": "Different models and quantization formats: NVFP4 runtime error vs MXFP4 falling back to bf16." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the clearly related `resize_token_embeddings` pair (45276/45335), and the other soft-edge rejections are framed cautiously enough based on model/symptom differences. No PR-pair issue here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1949,8 +1940,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -1966,6 +1957,7 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -1974,7 +1966,6 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44292", "issue:44402", "issue:44451", "issue:44479", @@ -2004,275 +1995,269 @@ "issue:45701" ], "soft_pairs": [ - "issue:44292|issue:44912", "issue:44743|issue:44960", - "issue:45276|issue:45292", "issue:45684|issue:45698", "issue:43957|issue:44756", + "issue:45276|issue:45292", "issue:42947|issue:43381", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:43646|issue:43708", "issue:45588|issue:45663", + "issue:43646|issue:43708", "issue:44479|issue:44877", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:43645|issue:44164", "issue:43257|issue:44863", + "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:43425|issue:43828", - "issue:44589|issue:44756", "issue:39404|issue:45701", + "issue:44589|issue:44756", "issue:44479|issue:45663", - "issue:43931|issue:44863", "issue:43906|issue:44530", + "issue:43931|issue:44863", "issue:43611|issue:43645", - "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:43425|issue:43716", "issue:39404|issue:44912", "issue:43901|issue:44509", - "issue:43299|issue:43931", "issue:44863|issue:45663", + "issue:43299|issue:43931", + "issue:43257|issue:45663", "issue:44479|issue:44805", "issue:44265|issue:44898", - "issue:43257|issue:45663", "issue:43994|issue:44079", "issue:44671|issue:44991", "issue:39404|issue:44671", + "issue:43856|issue:44756", "issue:43425|issue:44918" ], - "prepared_review_unit_hash": "293dae9c4b4602c02151e21dce5362ac28b006d3dd44680ce3243703183ff617", + "prepared_review_unit_hash": "e5eabd55ca539ea5f6f921b3510c14cf69d34d4ba515289baacaffe667e7c29e", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38407, - "estimated_input_tokens": 9602, - "estimated_eval_tokens": 19460 + "serialized_chars": 38427, + "estimated_input_tokens": 9607, + "estimated_eval_tokens": 19470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a mixed cluster of unrelated Transformers regressions. The resize_token_embeddings reports form the only clearly supported duplicate chain, while the Qwen3-VL loading pair is too weak to treat as the same bug from titles alone.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45276 is the best canonical issue because it most completely describes the resize_token_embeddings regression and already covers the tied embedding/output embedding fallout.", + "summary": "This cluster is still mostly heterogeneous, with most edges reflecting broad topical similarity rather than duplicates. The clear duplicate-like pocket is the resize_token_embeddings regression trio: 45276/45292 and 45292/45335 both point to the same missing propagation of resized embeddings into model-specific output/input embedding modules.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45292 is the best canonical anchor because it is the most general report of the resize_token_embeddings/output_embeddings failure and sits at the center of the closely related 45276 and 45335 variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative of the only solid duplicate set in the cluster.", + "best_issue_reason": "Issue 45292 is the strongest overall representative of the resize_token_embeddings subcluster: it matches both the broader Gemma4 symptom in 45276 and the decoder.embed_tokens variant in 45335.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error versus MXFP4 quantization falling back to bf16." - }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: qwen3_5 cache-state reset versus a GLM5 report with no matching symptom." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings bug: output embeddings are not updated consistently." + "reason": "Different model and failure mode; not the same underlying bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model save/load, but one is a permissions issue and the other loads the wrong module after save_pretrained." + "reason": "Both are save/load related, but permissions propagation and wrong custom-module resolution are different bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different bugs: meta-device loading breakage versus mmap-related OOM on Strix Halo." + "reason": "Meta-device loading regressions and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is the Gemma4-specific report and 45292 is the generic output_embeddings symptom." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is specifically blocked in eval mode." + "reason": "Both mention gradient checkpointing, but the actual bugs differ: PEFT/LoRA ineffectiveness vs eval-mode restriction." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing is unrelated to the RLHF NaN / SDPA fallback issue." + "reason": "Eval-mode checkpointing and RLHF NaN/SDPA fallback instability are different code-path problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." + "reason": "extra_state serialization and mmap/OOM are unrelated failure classes." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Custom model initialization in Jupyter is a different path from resume_from_checkpoint max_steps calculation." + "reason": "Different models and different attention/cache bugs; not mergeable as one fix." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states KeyError are different code paths." + "reason": "Custom model initialization in notebooks and Trainer resume/max_steps calculation are distinct bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen video-input regression and strict config loading for granite_speech are separate failures." + "reason": "Video-input regression and strict config loading are different subsystems and symptoms." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug affecting output embeddings / decoder.embed_tokens updates." + "reason": "Same resize_token_embeddings propagation bug; both reports describe resized embeddings not updating a model-specific output/input embedding module." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not the same as a general model-loading failure for another." + "reason": "Different model/tokenizer loading issues with no clear shared root cause." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Jupyter custom-model initialization breakage is distinct from extra_state save/load handling." + "reason": "Both are model-loading failures, but they involve different architectures and different checkpoint/conversion problems." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading and NemotronH checkpoint loading are different model-loading problems." + "reason": "Notebook custom-model initialization and extra_state save/load handling are different bugs." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "A dtype mismatch under autocast is unrelated to meta-device loading failures." + "reason": "Different causes of dtype/loading mismatch; not the same concrete bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch compatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the mmap OOM report." + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changes." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenization changing across versions." + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Qwen video-input regression and Gemma-4 FSDP2 KeyError are separate failures." + "reason": "Video-input regression for Qwen VL models is distinct from Gemma4 FSDP2 shared_kv_states failure." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Both are loading failures, but Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are different models and bugs." + "reason": "An isolated reproduction issue is not the same bug as the PagedAttentionCache group-type crash." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the linear_attention cache crash in Qwen3.5." + "reason": "Different models and different shape/load errors." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading breakage and Jupyter custom model initialization are distinct regressions." + "reason": "Base_model_prefix loading regression and notebook custom-model initialization are different code paths." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch compatibility is not the same bug as the Mistral-3 dtype mismatch." + "reason": "Different errors and model contexts; no evidence of a shared root cause." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback have no shared underlying code path." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning stale pipeline names is different from docs about removed text-generation tasks." + "reason": "Both are docs/behavior mismatches, but they affect different API areas and different removed/deprecated behaviors." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 attention-state rebuilding are different bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Too weak to merge: both are Qwen3-VL loading reports, but the provided evidence is only title-level similarity and the failures are not clearly the same bug." + "reason": "Both involve Qwen3-VL loading, but one is a broad regression and the other is a specific shape-mismatch report." }, { - "left": "issue:44863", + "left": "issue:43257", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuild are unrelated." + "reason": "Qwen3 MoE checkpoint conversion and Gemma4 FSDP2 attention-state handling are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to the mask/tensor shape IndexError." + "reason": "Video-input regression and mask/tensor shape IndexError are different issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver interpolation failures." - }, - { - "left": "issue:43257", - "right": "issue:45663", - "accept": false, - "reason": "Qwen3 MOE conversion/loading and Gemma-4 FSDP2 attention-state reconstruction are different bugs." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver resize/interpolation failure." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and ModelOutput key assignment are unrelated." + "reason": "SigLIP2 pipeline inference and ModelOutput key assignment are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading are different issues." + "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:39404", @@ -2280,17 +2265,23 @@ "accept": false, "reason": "Whisper pipeline language return and CamemBERT masked-LM outputs are unrelated." }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different resource issues with different causes." + }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT trainer are different problems." + "reason": "Torch version incompatibility is not the same as the Qwen3.5 embedding unpacking failure." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, and the resize_token_embeddings cluster looks well supported. However, the accepted soft edge issue:43299 \u2194 issue:43931 is a bit too strong for the packet: the evidence here is only title-level soft similarity, and the two reports are not clearly the same bug from the provided data (Qwen3VL MoE loading breakage vs Qwen3-VL weight-shape mismatch). The overall cluster should be treated more conservatively unless there is stronger shared-failure evidence." + "feedback": "The summary is a bit too strong for the packet: besides 45276/45292, the cluster also contains another highly similar resize_token_embeddings pair (45292/45335), so calling 45276/45292 the only convincing near-duplicate pair is not fully grounded. The rest of the soft-edge verdicts are mostly conservative, but this overstates the evidence." }, "evaluator_used": true, "retried": true, @@ -2306,8 +2297,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2319,7 +2310,9 @@ "issue:40990", "issue:42915", "issue:42947", + "issue:43262", "issue:43317", + "issue:43377", "issue:43404", "issue:43421", "issue:43425", @@ -2335,7 +2328,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", "issue:43957", "issue:44164", @@ -2348,7 +2340,6 @@ "issue:44530", "issue:44589", "issue:44683", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2356,283 +2347,288 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45507", "issue:45584", "issue:45685" ], "soft_pairs": [ - "issue:43596|issue:44683", - "issue:43856|issue:44756", - "issue:44589|issue:45084", "issue:40990|issue:42947", - "issue:43425|issue:45685", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:45685", "issue:36032|issue:43452", "issue:32090|issue:39404", "issue:44991|issue:45081", "issue:43957|issue:44164", "issue:44164|issue:44479", - "issue:43582|issue:43632", "issue:44488|issue:45081", + "issue:43582|issue:43632", "issue:40990|issue:43421", - "issue:43883|issue:44488", "issue:43611|issue:43644", + "issue:43883|issue:44488", "issue:44488|issue:44987", "issue:44206|issue:44220", - "issue:43716|issue:45084", "issue:44811|issue:45584", + "issue:43716|issue:45084", "issue:34567|issue:40444", "issue:43643|issue:44530", - "issue:43883|issue:44991", "issue:43644|issue:43646", - "issue:44451|issue:44987", - "issue:43452|issue:43482", + "issue:43883|issue:44991", "issue:36032|issue:42915", - "issue:43317|issue:43482", - "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43317|issue:43482", "issue:44849|issue:45325", - "issue:43404|issue:44466", "issue:36032|issue:43645", - "issue:44987|issue:44991" + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "70e25a42aa235a140d75f4e9d3706d65682302555599c0fc714cfaf1bba7bb0b", + "prepared_review_unit_hash": "2c43bb7e5382b7ad02325181401a44cb62c80ac02aecc38a25d7fdadf6687a2f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36982, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37970, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated closed issues, with only broad thematic overlap in a few Transformers v5 loading/regression reports. None of the suggested soft pairs look like the same concrete bug or change, so I would not merge any of them.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43646 is the broadest, clearest representative among the issues here: it describes a general Transformers v5 custom-model initialization regression, which is the closest thing to a cluster anchor among the v5-related loading bugs.", + "summary": "Loose similarity bucket of largely unrelated Transformers issues; I do not see a true duplicate cluster. Most pairs share only a broad subsystem or version context, not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster because the items span many different regressions (tokenizers, model loading, audio/vision, training, GGUF, Whisper, etc.). If one must be named, issue 43452 is the closest broad representative of a concrete v5 loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best standalone issue to surface because it is well-scoped, user-facing, and broadly representative of the Transformers v5 initialization breakages in this set.", + "best_issue_reason": "Issue 43452 is the best issue representative among the set because it describes a broad, concrete loading-path regression (gguf_file / from_pretrained) with a plausible shared code path. Even so, the cluster overall is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Different failures and code paths: deepspeed zero3/BertModel index error vs torch>=2.9 flex_attention compilation failure." - }, - { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; different underlying bugs." + "reason": "Different problems: perplexity regression on GPT-OSS vs gradient checkpointing not working with PEFT LoRA." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Unrelated errors: missing Float8 storage vs template compilation failing on non-template nodes." + "reason": "Unrelated failures: missing Float8 storage object vs a template compilation error." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Perplexity evaluation issue vs gradient checkpointing with PEFT LoRA; no shared bug path." + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init index error vs compiled flex_attention failing on newer torch." }, { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch 2.10 compatibility problem vs MPS histogram op not implemented for Int; separate issues." + "reason": "No shared bug: Torch 2.10 incompatibility vs an MPS histogram kernel error on MOE." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict vs gguf_file loading regression; different subsystems and symptoms." + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file loading breakage." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression; unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different problems: tokenizer loading failure for est-roberta vs Mistral regex patch crashing on backend_tokenizer access." + "reason": "Both involve tokenizers, but one is a model loading failure and the other is a Mistral regex patch crash; different bugs." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device model loading regression vs save/from_pretrained extra_state handling; not the same bug." + "reason": "Model loading on meta-device vs save/from_pretrained extra_state handling are different failures." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state serialization bug vs Qwen video-input regression; different code paths." + "reason": "extra_state serialization bug is unrelated to the Qwen video-input regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; unrelated." + "reason": "Different models and failures: loading cjvt/sleng-bert vs Mistral tokenizer regex patch crash." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Model loading failure for sleng-bert vs Mistral regex patch crash; separate failures." + "reason": "Apple Silicon warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity issue vs TokenizersBackend post-processor not updating after runtime special-token changes." + "reason": "Perplexity on a language model is unrelated to runtime special-token post-processor updates." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs model loading failure for cjvt/sleng-bert; different bug classes." + "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization; not the same defect." + "reason": "Missing all_tied_weights_keys is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different affected models and symptoms: sleng-bert loading vs physical-intelligence/fast loading regression." + "reason": "Different load failures for different models and causes; not the same underlying bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extractor issues, but one is an unsupported center arg and the other is a separate _torch_extract_fbank_features failure." + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the _torch_extract_fbank_features issue." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing vs template compilation error; no overlap." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation failure are distinct bugs." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both involve Whisper token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription generation failing after align_special_tokens." + "reason": "Mistral image preprocessor dtype mismatch is unrelated to the template compilation error." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug vs iterable dataset with multiple images per prompt; unrelated." + "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL IterableDataset multi-image finetuning failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; different failures." + "reason": "trust_remote_code missing fields is unrelated to the PagedAttentionCache linear_attention crash." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs tokenizer loading regression for EMBEDDIA/est-roberta; not the same bug." + "reason": "Related v5 init area, but one is non-persistent buffer corruption and the other is custom model initialization failure; not clearly the same bug." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Both are v5 model-loading regressions, but one is tied/non-persistent buffer serialization and the other is custom model initialization; too broad to merge." + "reason": "Missing all_tied_weights_keys and tokenizer loading for EMBEDDIA/est-roberta are different regressions." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Different model-loading failures for different checkpoints; no clear shared code-path bug." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43452", "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading regression in Transformers v5: general gguf_file/from_pretrained breakage and a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both are GGUF-loading related, but one is a broad gguf_file/from_pretrained regression and the other is a specific Qwen2.5-GGUF failure; not enough evidence of the same bug." + "reason": "Different model-loading failures for different models; no clear shared code-path bug." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "device_map=auto dequantized model offload failure vs GGUF loading failure; separate mechanisms." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the PagedAttentionCache linear_attention crash." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "torch dynamo grouped_mm tracing error vs template-node compilation error; unrelated." + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to the non-template-node compilation error." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache linear_attention crash; different model/code paths." + "reason": "Dequantized model offload failure is unrelated to GGUF loading on transformers v5." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; not the same issue." + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling for still images." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "One is a missing lm_head tie in Mistral3ForConditionalGeneration, the other is inconsistent serialization of lm_head.weight by device; related theme, but not the same concrete bug." + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer special-token method name conflict vs Jupyter custom model initialization regression; unrelated." + "reason": "lm_head tying bug in Mistral3 is different from inconsistent serialization of lm_head.weight across devices." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different models, different loading failures, no shared underlying change." + "reason": "Both are loading failures, but they involve different models and likely different root causes." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Different checkpoints and failure modes; not duplicates." + "reason": "Audio processor sampling-rate default bug is unrelated to MIMI encoder padding-mask behavior." }, { - "left": "issue:44530", - "right": "issue:45081", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs Mistral tokenizer regex patch failure; distinct bugs." + "reason": "Template compilation error is unrelated to the GraniteMoEHybrid invalid-method call." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster-level summary is grounded in the packet and stays appropriately conservative: these are mostly broad Transformers regressions rather than a single duplicate bug. The representative choice of issue 43452 is reasonable, and the one accepted soft pair (43452/43482) is plausibly the same GGUF loading regression. No pair verdicts look overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2644,8 +2640,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2655,7 +2651,6 @@ "issue:41553", "issue:42175", "issue:42915", - "issue:43262", "issue:43296", "issue:43317", "issue:43322", @@ -2669,6 +2664,7 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43818", "issue:43819", "issue:43856", "issue:43994", @@ -2694,259 +2690,251 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45507", "issue:45542", "issue:45663" ], "soft_pairs": [ - "issue:43262|issue:43377", - "issue:45084|issue:45507", "issue:43646|issue:44534", "issue:43994|issue:44610", "issue:43645|issue:44534", - "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:45216|issue:45357", + "issue:44403|issue:45081", "issue:43377|issue:43819", - "issue:44220|issue:44683", + "issue:45216|issue:45357", "issue:44451|issue:45081", + "issue:44220|issue:44683", "issue:42915|issue:45084", - "issue:41553|issue:43582", "issue:44265|issue:44610", "issue:43404|issue:45127", "issue:44987|issue:45081", + "issue:41553|issue:43582", "issue:43632|issue:44756", "issue:44479|issue:45325", "issue:44062|issue:44987", "issue:42915|issue:44291", "issue:43296|issue:43531", "issue:36032|issue:43742", - "issue:40444|issue:45325", - "issue:43611|issue:44534", - "issue:43531|issue:44877", - "issue:42915|issue:44589", "issue:43317|issue:43856", + "issue:43611|issue:44534", "issue:44079|issue:45663", + "issue:40444|issue:45325", + "issue:43531|issue:44877", "issue:40990|issue:44811", - "issue:42175|issue:45542" + "issue:42915|issue:44589", + "issue:42175|issue:45542", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "68282feecaadf713e5134b6539ecbfdeabc0237a2cd33ecbadb69ec73f6c6dd2", + "prepared_review_unit_hash": "c9aad5b7ebbba0dd7accea3a8b2c73e6d698bb3af43a59c24c34ac77fb7175a9", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36650, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35808, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous regression reports. I found one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; most other soft matches look related only at a broad subsystem level and should stay separate.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 45216 is the cleanest representative of the only clear duplicate pocket: a concrete Qwen3.5 save_pretrained regression with an explicit version boundary, and 45357 reads like a later, narrower follow-up to the same checkpoint-saving bug.", + "summary": "Mostly conservative false-positive similarity matches across unrelated models and failure modes. Only one soft-edge pair is a credible duplicate-like match here: issue:45216 \u2194 issue:45357. The custom-model initialization issues are related thematically, but this packet does not support treating them as a confirmed soft-edge duplicate pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is the broadest remaining anchor for the custom-model initialization regression family; issue:43645 is the narrower notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best issue to anchor this cluster because it is specific, reproducible, and tied to a concrete regression path, while the rest of the set is mostly mixed, model-specific failures.", + "best_issue_reason": "issue:43646 is still the cleanest broad representative of the custom-model initialization breakage theme in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Different audio issues: sampling-rate default in chat templating vs batched/single output mismatch from missing padding mask support." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid calling the wrong method." - }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer handling; not the same bug." + "reason": "Different regressions: custom model initialization breakage vs non-persistent buffer corruption." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different model families and failure modes: bad outputs on SigLIP2 vs processor/model image-size mismatch on OmDet-Turbo." + "reason": "Unrelated problems: SigLIP2 inference quality vs OmDet processor image-size mismatch." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook-specific custom model init regression is not the same concrete code path as non-persistent buffer junking." + "reason": "Notebook-specific custom model init regression is not the same bug as junk-filled non-persistent buffers." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unrelated: loading noise/logging issue vs a Mistral tokenizer patch crash." + "reason": "Loading noise report and a Mistral tokenizer patch crash are not the same underlying issue." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Segfault while loading Llava Next is not the same as the Qwen3OmniMoe video-input ValueError." + "reason": "Different code paths and symptoms: padding-mask batch inconsistency vs DAC forward/from_latents mismatch." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization, with 45357 appearing to be a later manifestation/follow-up." + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect saved checkpoints / visual encoder keys." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Different audio bugs: padding-mask batch consistency vs DAC from_latents / forward mismatch due to missing STE." + "reason": "ScandiBERT loading failure and Mistral regex-patch crash are distinct tokenizer/model-loading bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different subsystems and code paths: fbank feature extraction vs compiled flex_attention on newer torch." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Model loading failure for ScandiBERT is not the same as the Mistral tokenizer regex patch crash." + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a template compilation error are unrelated." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to AppleSilicon allocator type errors." + "reason": "Qwen3Moe FP8 config failure and template-node compilation TypeError are different problems." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Export-time torch_compilable_check failure is unrelated to OmDet-Turbo's processor output size mismatch." + "reason": "torch.export support issue and OmDet processor resolution mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight-tying bug in Mistral3 is a different problem from LoRA merge collapse with extended vocabulary." + "reason": "Both involve tied weights, but one is a missing lm_head tie and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: loading a specific model on transformers>=5.1.0 vs tokenizer backend patching crash." + "reason": "Physical-intelligence/fast loading regression and Mistral tokenizer patch crash are different failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading message bug and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized breakage and mmap/OOM behavior on Strix Halo are different subsystems." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not enough to call them the same issue." + "reason": "Both touch Qwen vision/video paths, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken kwarg conflict is unrelated to the physical-intelligence/fast loading regression." + "reason": "AddedToken keyword conflict and a model-loading regression for physical-intelligence/fast do not share the same root cause." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different initialization/config paths: Qwen3Moe FP8 vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Different loading failures: FP8 config handling vs unexpected _is_hf_initialized argument during init_empty_weights." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to the MobileLLM key error." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different model-loading bugs." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL rope-index scaling." + "reason": "device_map/offload dequantization failure and Qwen3 MoE memory usage are different problems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer junking are separate v5 issues." + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are separate v5 regressions." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and strict config blocking granite_speech loading are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "FP8 config failure and missing Float8 storage lookup are different float8-related bugs, not the same code path." + "reason": "IterableDataset multi-image prompt failure and Qwen2.5-VL rope-index scaling bug are not the same issue." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "device_map offload/dequantized-model loading is unrelated to MoE training memory inefficiency." + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading error are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states rebuild bug are unrelated." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are different failures." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different float8-related errors: FP8 config handling vs missing Float8 storage object." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow availability, but one is missing TF in the torch extra and the other is a runtime backend-detection problem with tensorboard-only installs; not the same concrete bug." + "reason": "Both involve TensorFlow/backend packaging, but they describe different installation/runtime failures and are not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained checkpoint keys." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet, and the one accepted soft edge (45216/45357) is conservative given the shared Qwen3.5 save_pretrained regression theme. The rejected soft edges are also framed cautiously and do not overclaim duplicate status from broad subsystem similarity alone." + "accept": false, + "feedback": "The summary overstates the evidence. The packet clearly supports only one soft-edge duplicate-like match (issue:45216 \u2194 issue:45357). The claim that there are \"two soft edges\" that look like true duplicates is not grounded in the provided soft-edge verdicts/evidence, since the Transformers custom-model initialization pair is not an explicit soft-edge accept in the packet. The other rejections are generally conservative, but the summary should not elevate the custom-model pair to a true-duplicate conclusion without stronger support." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2959,8 +2947,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -2985,19 +2973,21 @@ "issue:43646", "issue:43749", "issue:43792", - "issue:43818", "issue:43828", "issue:43881", + "issue:43957", "issue:43994", "issue:44079", "issue:44265", "issue:44291", + "issue:44387", "issue:44403", "issue:44466", "issue:44488", "issue:44534", "issue:44568", "issue:44589", + "issue:44617", "issue:44683", "issue:44829", "issue:44898", @@ -3006,272 +2996,274 @@ "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538" ], "soft_pairs": [ - "issue:43818|issue:45357", - "issue:43425|issue:44403", - "issue:43632|issue:44534", "issue:43421|issue:44568", "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43425|issue:44403", "issue:44683|issue:45020", - "issue:33666|issue:40444", - "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", "issue:43792|issue:44589", "issue:44079|issue:44534", - "issue:43482|issue:43525", "issue:35707|issue:40444", + "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:44291|issue:44589", "issue:43749|issue:44079", "issue:43644|issue:44079", "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:44265|issue:45072", - "issue:43632|issue:45072", "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:45325|issue:45381", "issue:43531|issue:44291", - "issue:43881|issue:44488", - "issue:42175|issue:43296", + "issue:43632|issue:45072", "issue:43611|issue:43646", + "issue:42175|issue:43296", "issue:43994|issue:44898", "issue:43454|issue:44466", - "issue:43828|issue:44683", + "issue:43881|issue:44488", "issue:42915|issue:43482", - "issue:43525|issue:44589" + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:43792|issue:43957" ], - "prepared_review_unit_hash": "8ef705ba8af1f6c7a204db47671ec514a6c482e1acef12a20940a309439c299e", + "prepared_review_unit_hash": "183aed0bb3ad61080cbeeaa758d61d4c9bd74070bdb3140bc3a1c65cb6ce3f43", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36856, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "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 regression issues, with only a few weakly related pairs around the v5 initialization/loading path. No soft pair is strong enough to merge except perhaps the general v5-loading regressions, but the available evidence is still too broad to treat as duplicates.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 43632 is the broadest and most central of the v5 regression reports in this set, focusing on a core internal flag that can plausibly underlie several other initialization/load-path bugs.", + "summary": "This cluster is still mostly a loose set of unrelated Transformers issues with superficial theme overlap (loading, tokenizers, v5 regressions, Qwen/VL). The Qwen2.5-VL position-id pair is adjacent but not clearly the same bug, so it should not be merged as a duplicate edge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the cluster because it captures a core Transformers v5 model-initialization/loading regression, which recurs across several items even though many others are model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the best representative issue because it targets a core Transformers v5 regression rather than a model-specific symptom, making it the most useful anchor for this mixed set.", + "best_issue_reason": "Issue 43632 is the best global anchor for the cluster's repeated v5 loading/init breakages, but it is not a true umbrella for the many unrelated model- and tokenizer-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different models and failures: Video-LLaVA weight/temporal-attention corruption vs Qwen3.5 visual encoder key serialization." + "reason": "Both are tokenizer-related, but one is about runtime post-processor updates after special-token changes and the other is about add_special_tokens failing for one tokenizer. Different bugs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "One is a backend/package compatibility complaint, the other is about noisy model-loading logs; no shared bug." + "reason": "T5 tokenizer loading vs Qwen3 auto device mapping CUDA assert are unrelated code paths and failure modes." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both mention non-persistent buffers, but one is an `_is_hf_initialized` regression and the other is a serialization/junk-buffer complaint; not the same concrete bug from the evidence here." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is `add_special_tokens` behavior for a specific tokenizer." + "reason": "Both mention Transformers v5 regressions, but one is about _is_hf_initialized during init/loading and the other is about non-persistent buffers serialization. Not the same bug." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Completely different failure modes: T5 tokenizer method conflict vs Qwen3 auto device mapping CUDA assert." + "reason": "Torch version incompatibility and noisy loading output are unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "One is compiled flex attention on torch>=2.9; the other is a broad remote_code compatibility regression." + "reason": "One is a torch>=2.9 flex_attention failure; the other is a remote_code loading regression in recent Transformers. Too different to merge." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are multi-modal training problems, but one is multi-GPU training and the other is iterable-dataset/multiple-image batching." + "reason": "Both affect classification training, but one is flash_attention_3 degeneration and the other is a zero-loss issue for num_labels=1. Different underlying problems." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer's oversized `model_max_length` behavior." + "reason": "Generic loading noise vs a specific tokenizer load failure for EMBEDDIA/est-roberta are not the same issue." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are classification degenerate-training reports, but they point to different triggers and model families." + "reason": "GGUF loading failure and CLIPTokenizer max length behavior are unrelated." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Log-noise complaint vs tokenizer loading failure for a specific model; not the same bug." + "reason": "Both are Qwen2-VL fine-tuning problems, but one is multi-GPU training and the other is iterable-dataset handling with multiple images per prompt. Different failure modes." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model loading/can't-run report vs missing Float8 storage object; different code paths." + "reason": "Whisper loading/runtime failure vs missing Float8 storage support are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer serialization junk." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different v5 regressions." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Different loader errors for different model/config classes." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Progressive generation with cache is unrelated to iterable-dataset multi-image finetuning." + "reason": "GGUF loading in v5 and missing pad_token_id on Llama4Config are distinct issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask batching issue vs Gemma3 sliding-window NaNs; both batching-related but not the same bug." + "reason": "Both involve batching/masking, but one is MIMI encoder padding-mask support and the other is Gemma3 NaNs with sliding-window all-padding windows. Not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "`init_empty_weights` init-arg regression is separate from the Float8 storage lookup error." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are unrelated." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-efficient loading regression is unrelated to ModelOutput key assignment." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different paths." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are different internal issues." + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are separate regressions." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "IterableDataset multi-image failure vs Qwen2.5-VL video position-id regression; different feature areas." + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is wrong video vision_position_ids. Related area, not the same bug." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are Qwen2.5-VL position-id problems, but one is still-image temporal scaling and the other is video input position ids; related, not clearly identical." + "reason": "CUDA assert during auto device mapping is unrelated to a tokenizer backend_tokenizer AttributeError." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in CI." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "Core v5 init/buffer regression vs a specific dtype mismatch in inference." + "reason": "torch.export export failure with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is about still-image temporal position_ids scaled by tokens_per_second and the other is about video vision_position_ids being wrong. Adjacent, but not clearly the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and `_is_hf_initialized` init-arg error affect different mechanisms." + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are separate regressions." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Different model-loading failures for different models and causes." + "reason": "Different regression classes: model initialization flag handling vs bfloat16 dtype mismatch." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Packaging/backend install issue vs PaddleOCR-VL load failure; not the same bug." + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization. Too broad to treat as one bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are broad Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too little evidence that they are the same concrete bug." + "reason": "Packaging/backend dependency omission and a vLLM model load failure are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different symptoms and model classes." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific inference bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weight failure vs inconsistent serialization depending on device; related theme, but not the same underlying bug." + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is a device-dependent serialization inconsistency. Related theme, not same bug." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention regression are separate issues." + "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF v5 loading failure; unrelated." + "reason": "Qwen3Moe fine-grained FP8 failure and Qwen2.5-GGUF loading failure are distinct model/config issues." }, { - "left": "issue:43525", - "right": "issue:44589", + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "int4 quantization memory regression and Sam3Video OOM are different memory problems with different triggers." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and compiled flex_attention failure on torch>=2.9 are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Llama4Config missing pad_token_id and Float8 storage lookup are distinct loader/runtime errors." + "reason": "Whisper loading failure and meta-device loading regressions affect different code paths and models." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall takeaway is reasonable, but the one accepted soft edge is too assertive for the evidence in the packet. Issues 45325 and 45381 are both Qwen2.5-VL position-id regressions, but one is about still-image temporal position_ids being scaled by tokens_per_second and the other is about video vision_position_ids being wrong. From the titles alone, that is adjacent rather than clearly the same bugfix, so a conservative verdict would keep this rejected. The rest of the summary is generally grounded." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3284,8 +3276,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -3315,16 +3307,15 @@ "issue:43873", "issue:43881", "issue:43883", - "issue:43957", "issue:44186", "issue:44265", "issue:44291", - "issue:44387", + "issue:44423", "issue:44466", "issue:44534", "issue:44610", - "issue:44617", "issue:44683", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -3332,6 +3323,7 @@ "issue:45072", "issue:45325", "issue:45357", + "issue:45406", "issue:45563", "issue:45584", "issue:45632", @@ -3339,266 +3331,273 @@ "issue:45701" ], "soft_pairs": [ - "issue:44387|issue:44617", - "issue:43792|issue:43957", "issue:43701|issue:45325", - "issue:43526|issue:43883", "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:44291|issue:44877", "issue:43317|issue:43873", - "issue:43632|issue:45563", - "issue:43881|issue:44991", - "issue:43606|issue:44265", + "issue:43526|issue:43883", + "issue:44291|issue:44877", + "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43632|issue:45563", + "issue:43881|issue:44991", "issue:44186|issue:44265", - "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43454|issue:43550", + "issue:44610|issue:45325", "issue:43606|issue:43819", + "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:43377|issue:44898", "issue:43454|issue:45072", - "issue:39692|issue:40444", "issue:43749|issue:44534", + "issue:39692|issue:40444", "issue:44466|issue:45357", "issue:43792|issue:44683", - "issue:43296|issue:44991", "issue:43454|issue:43720", + "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:41720|issue:43322", - "issue:43404|issue:45357", "issue:45632|issue:45684", + "issue:43404|issue:45357", "issue:41720|issue:44977", - "issue:40990|issue:45701" + "issue:43873|issue:44756", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:44423|issue:45406" ], - "prepared_review_unit_hash": "3b7167f24d581152d5d7ca78492654de95bd518cfe0ee2fd345671da42d9788d", + "prepared_review_unit_hash": "1817bdf6f96154e083168595211676f8d581a75b206abdf1921a07d0a671e797", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37623, - "estimated_input_tokens": 9406, - "estimated_eval_tokens": 19068 + "soft_pair_count": 34, + "serialized_chars": 37982, + "estimated_input_tokens": 9496, + "estimated_eval_tokens": 19248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct model-, loading-, and generation-specific bug reports that only overlap in broad keywords like offloading, quantization, or Transformers v5 regressions. I do not see any soft-edge pair that looks like the same concrete underlying issue.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the broadest umbrella report in the set (offloading + quantization), so it is the best representative issue anchor, even though it is not a duplicate of the others.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. Several items share broad themes like loading/offloading, multimodal models, or serialization, but none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central anchor in this set: it has the highest engagement and is the closest match to the small offloading/quantization subset, while the rest of the cluster is highly heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most general and central-looking issue in this group, with the widest potential overlap in theme.", + "best_issue_reason": "issue:43873 is the best representative issue if one must pick a single anchor, because it is broad, well-discussed, and closest to the only loosely related offloading/loading items in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Different problems: int4 quantization memory growth vs CUDA OOM in a video model." + "reason": "Different failures: checkpoint key mismatch vs Qwen2.5-VL rope/position-id scaling." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Whisper inference failure and meta-device loading regressions are different code paths and symptoms." + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated code paths." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Both mention offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading complaint; not the same bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on Molmo." + "reason": "BeitImageProcessor label reduction and Molmo tied-weights AttributeError are unrelated." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated issues." + "reason": "Unexpected `_is_hf_initialized` argument during empty-weight init is not the same as strict config blocking granite_speech loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to Whisper failing on empty transcription after token alignment." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are distinct problems." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different failure than strict config loading." + "reason": "Bark voice preset failure and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "General offloading/quantization issue vs tokenization changing across versions; not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both mention offload/loading, but one is a dequantized model load failure and the other is a broader quantization offloading report." + "reason": "CPU-offload device mismatch in Bark-small and `torch.export` failure on `torch_compilable_check` are unrelated." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "Transformers v5 _is_hf_initialized breakage is unrelated to a stale generate() warning." + "reason": "`_is_hf_initialized` flag breakage and stale `num_return_sequences` warning are different behaviors." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure and tokenizer loading failure for a different model are not the same bug." + "reason": "glm-4v-9b loading failure and tokenizer loading regression for est-roberta are unrelated." }, { - "left": "issue:43606", + "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to torch.export failures involving torch_compilable_check." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated issues." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Generic tokenization changes across versions are not the same as quantization/offloading problems." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and `torch.export` compatibility are different code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are different subsystems." + "reason": "Progressive generation bug and Qwen3 auto-device-map cuda assert are not the same problem." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to Qwen2.5-VL temporal position scaling." + "reason": "OmDet-Turbo image-size mismatch and Qwen2.5-VL temporal position scaling are unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are different bugs." + "reason": "Bark CPU-offload device mismatch and DAC forward/from_latents mismatch are different model bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying serialization in AyaVision is unrelated to Bamba torch.compile SDPA failures." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents missing STE are different code paths and fixes." + "reason": "Weight tying failure in AyaVision and torch.compile SDPA failure in Bamba are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + "reason": "MIMI batching/padding-mask issue and OmDet-Turbo processor resolution mismatch are different issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder batching mismatch and Perceiver non-default resolution failure are different model bugs." + "reason": "Missing padding-mask support in MIMI encoder and Perceiver non-default resolution failure are not the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "AyaVision tied-weights bug and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image IterableDataset finetuning failures are not the same underlying bug." + "reason": "FSDP CPU RAM efficient loading regression and junk-filled non-persistent buffers are different failures." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading behaviors." + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL iterable multi-image finetuning failure are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving." + "reason": "Inconsistent `lm_head.weight` serialization and incorrect visual encoder keys are both save-related but not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Whisper loading failure and compiled flex_attention failure on newer torch are unrelated." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "PaddleOCR-VL loading failure and tokenizer loading regression for est-roberta are unrelated." + "reason": "Weight tying in AyaVision is not the same as packed-weight unpacking during accelerate loading for BitNet." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are different failures." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL model loading and strict granite_speech config validation are unrelated." + "reason": "vLLM PaddleOCR-VL load failure and strict-config granite_speech loading are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different failures." + "reason": "Qwen3 auto device-map assert on A800 and Llava Next segmentation fault are different loading/runtime bugs." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder serialization keys." + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Mistral3 tied lm_head weights and Qwen3.5 visual encoder key serialization are different model-specific issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Device-mapping CUDA assert and flash-attention generation problems are different model/runtime issues." + "reason": "Auto device-mapping crash and flash-attention generation regression are not the same concrete bug." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect `transformers serve`, but the processor/object attribute errors come from different multimodal stacks and are not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "High perplexity on a specific model is unrelated to version-dependent tokenization changes." + "reason": "Stale warning for `num_return_sequences` and Whisper empty-transcription generation failure are unrelated." } ] }, @@ -3617,11 +3616,15 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", "issue:36010", "issue:36331", "issue:41720", @@ -3650,21 +3653,16 @@ "issue:44292", "issue:44361", "issue:44387", - "issue:44423", "issue:44479", - "issue:44492", - "issue:44509", "issue:44610", "issue:44671", "issue:44743", - "issue:44756", "issue:44877", "issue:44898", "issue:44913", "issue:44918", "issue:44991", "issue:45059", - "issue:45072", "issue:45161", "issue:45406", "issue:45464", @@ -3672,273 +3670,252 @@ "issue:45704" ], "soft_pairs": [ - "issue:44423|issue:45406", - "issue:43873|issue:44756", - "issue:44186|issue:45072", - "issue:43526|issue:43881", - "issue:43577|issue:43708", "issue:44387|issue:45704", "issue:42617|issue:42915", + "issue:43577|issue:43708", + "issue:43526|issue:43881", "issue:44877|issue:44991", - "issue:43450|issue:45701", "issue:36331|issue:42915", - "issue:43550|issue:43720", "issue:36331|issue:42617", "issue:44479|issue:44918", + "issue:43450|issue:45701", + "issue:43550|issue:43720", "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:43316|issue:44913", "issue:44671|issue:44743", "issue:42915|issue:43317", - "issue:43295|issue:45701", "issue:43550|issue:43606", + "issue:43295|issue:45701", "issue:41720|issue:42617", + "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:44292|issue:44479", - "issue:41720|issue:45161", "issue:43388|issue:45059", + "issue:42915|issue:43322", "issue:44186|issue:44361", + "issue:36010|issue:42617", "issue:43540|issue:43782", - "issue:42915|issue:43322", "issue:41720|issue:43873", - "issue:36010|issue:42617", "issue:45406|issue:45464", - "issue:36331|issue:41720", "issue:43421|issue:45701", - "issue:44492|issue:44509" + "issue:30064|issue:34634", + "issue:33357|issue:35707" ], - "prepared_review_unit_hash": "4d03dc1035882c55ffc456aca12527338dd06ab9485182dc674bf95246469066", + "prepared_review_unit_hash": "ff46e7b299445a80128676904c357321ecf5be6973d880639a93af0f1c0bcb5f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37777, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate or mergeable same-bug cluster; the items span unrelated regressions across serving, quantization/offload, tokenization, processors, training, and config handling. The closest similarities are only broad subsystem overlaps, not the same concrete code-path failure.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43873 is the best representative of the cluster only in the loose sense that it is a broad, active runtime/offloading regression report; it is not a duplicate of the others, but it is the most general and central issue among them.", + "summary": "The cluster is a collection of mostly unrelated bug reports spanning tokenization, quantization/offloading, processors, trainers, and model-specific regressions. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the broadest and most central report in the set: it describes a version-dependent tokenization change, has multiple inbound references, and is framed as a general regression rather than a narrow model-specific failure.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the strongest discussion/inbound activity and a broad title covering a major runtime class of failures, making it the most suitable anchor issue for triage even though the cluster is heterogeneous.", + "best_issue_reason": "issue:45701 is the best representative issue because it is open, broadly framed, and likely to attract/anchor related reports about tokenizer behavior across versions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both involve serving crashes with multimodal processors, but the failures are different (`str.to` vs missing `_tokenizer`) and point to different code paths/models." + "reason": "Both are memory-related, but one is about int4 quantization OOM in Transformers 5.x while the other is a T5/apex RMSNorm memory leak; different code paths and fixes." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "One is quantization/offload behavior under transformers; the other is a platform-specific mmap/OOM issue. Same broad memory theme, not the same bug." + "reason": "Different failure modes and targets: a 3d_parallel.py runtime issue versus Qwen3MoE plus FineGrainedFP8Config loading failure." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Tokenizer/NER padding crash and dtype mismatch in inference are unrelated failures." + "reason": "Blip2 dtype propagation bug vs Trainer resume/max_steps batch-size accounting; unrelated subsystems." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "A Beit image processor label-reduction bug is unrelated to a GLM-4V loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b model loading failure." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "BLIP2 dtype loading bug and Trainer resume/max_steps regression affect different subsystems and code paths." + "reason": "One is strict config loading for granite_speech; the other is tokenizer loading regression for EMBEDDIA/est-roberta. Different root causes." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5; not the same fix." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3MoE FineGrainedFP8Config failure." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "A 3d_parallel script failure and a Qwen3MoE FP8 config failure are unrelated." + "reason": "CustomTrainer API breakage and a 3d_parallel.py execution problem do not share the same concrete bug." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different problems." + "reason": "Both involve Qwen-family workflows, but one is a video-input regression and the other is an SFT/input-embeds unpacking issue." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape handling and version-dependent tokenization behavior are not the same underlying bug." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "CustomTrainer compute_loss signature breakage and Qwen3MoE FP8 loading failure are unrelated." + "reason": "Video batch shape handling is unrelated to tokenizer behavior changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is torch.compile/SDPA on Bamba; the other is accelerate loading of packed BitNet weights. Different failure modes and fixes." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Trainer API mismatch and 3d_parallel execution failure share no concrete code path." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "A video input regression in Qwen VL models and a TRL SFT embedding-unpacking issue are different bugs." + "reason": "Bamba SDPA/torch.compile failure is a different code-path from BitNet packed-weight loading during accelerate." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizing, but one is a processor/model resolution mismatch and the other is interpolate_pos_encoding behavior in Perceiver; not the same fix." + "reason": "Both mention image sizing, but one is OmDet-Turbo processor/model size mismatch and the other is Perceiver interpolation failure; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer padding/truncation crashes and image processor resolution mismatch are unrelated." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo image resolution mismatch." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config issues." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are distinct config bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state caching bug are unrelated model behaviors." + "reason": "CamemBERT masked-LM prediction bug is unrelated to Qwen3.5 modular recurrent-state reset behavior." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/quantization context, but FP8 Qwen3MoE failure and dequantized model offload failure are distinct problems." + "reason": "Both involve model loading with advanced memory/precision setups, but Qwen3MoE FP8 failure and dequantized-model offload failure are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/compute issues: torch.compile with SDPA versus CPU offload device mismatch for bark-small." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization changes across versions are too broad to be the same concrete bug." + "reason": "Processor/tokenizer attribute regression in v4.57.5 is not the same as a general tokenization change report." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Different models, different device/runtime failures: torch.compile SDPA vs CPU offload device mismatch." + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to running 3d_parallel.py." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel script failure are not the same underlying issue." + "reason": "Qwen3 device-mapping assert and GPT-OSS MoE TP-only issue are separate distributed/runtime failures." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression do not share a common underlying bug." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "NVFP4 execution failure and video input regression are unrelated." + "reason": "Both are Qwen-related, but NVFP4 runtime errors and video-input regression are different code paths." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Both mention MoE/parallelism, but auto device mapping CUDA assert and tensor-parallel support for GPT-OSS are different code paths." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box behavior." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Metrics label handling and SAM3 text/bbox behavior are unrelated." + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model-loading bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 and MLukeTokenizer attribute error are different model-specific bugs." + "reason": "Two tokenizer bugs, but they affect different tokenizers and failure modes; not the same defect." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Video input processing failure and weight_only from_pretrained error are different failures on different APIs." + "reason": "Import path breakage for GenerationMixin is unrelated to 3d_parallel.py execution failure." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are not the same bug." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct issues." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both are runtime/device related, but one is CUDA assert under auto device mapping and the other is offloading with quantization; different concrete failures." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "ImportError for GenerationMixin and a 3d_parallel run failure are unrelated." + "reason": "Auto device-mapping CUDA assert is not the same as general quantization offloading not working as expected." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashes involving processor/tokenizer attributes and streaming chat/completions inference failures are different problems." + "reason": "Gemma4Processor _tokenizer crash in transformers serve and Qwen3.5 streaming inference failure are unrelated." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Runtime special-token post-processor update bug is different from version-driven tokenization changes." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Runtime special-token post-processor updates and version-dependent tokenization behavior are not the same concrete defect." + "reason": "Void segmentation maps in ImageProcessor and BarkProcessor voice_preset are unrelated processor bugs." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "A typo in cache strategies and outdated docs about removed pipeline tasks are unrelated documentation/wording issues." + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different failures." } ] }, @@ -3957,13 +3934,11 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ - "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", @@ -3989,6 +3964,8 @@ "issue:44186", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", "issue:44514", "issue:44545", "issue:44589", @@ -4011,244 +3988,237 @@ "issue:45704" ], "soft_pairs": [ - "issue:33357|issue:35707", - "issue:44514|issue:44545", - "issue:30064|issue:34634", + "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:43873|issue:45704", + "issue:44514|issue:44545", "issue:43550|issue:43653", "issue:44625|issue:45479", - "issue:44368|issue:45357", "issue:43421|issue:43927", "issue:43606|issue:43653", - "issue:34567|issue:35707", + "issue:44368|issue:45357", "issue:34634|issue:41720", - "issue:44451|issue:44991", + "issue:34567|issue:35707", "issue:44062|issue:44451", + "issue:44451|issue:44991", "issue:43782|issue:45381", - "issue:42886|issue:44843", "issue:44077|issue:44625", "issue:44898|issue:45072", - "issue:44987|issue:45042", + "issue:42886|issue:44843", "issue:43421|issue:43653", + "issue:44987|issue:45042", "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", "issue:44918|issue:44936", "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:43421|issue:44186", "issue:43994|issue:44671", "issue:43525|issue:43531", "issue:45081|issue:45356" ], - "prepared_review_unit_hash": "2b93716a72dde9193c4b4689e4969489c0e9e51c259645e92e99de56c343dc1f", + "prepared_review_unit_hash": "b294c29774f8e1ddd3c4a7423547e2bd6b50ba9a518df8fb0677b0d7c34cf8e8", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36082, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "soft_pair_count": 28, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive cluster: the items span many unrelated bugs, with only a couple of tight duplicate pairs. I\u2019d accept the two clear same-bug pairs and reject the rest as related-at-best but not the same concrete issue.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, and the only strong duplicates are small separate pairs rather than one shared bug family.", + "summary": "This cluster is mostly a mix of unrelated bug reports across tokenizer, processor, model-loading, and training paths. Only a couple of pairs look like true duplicates: the exact Qwen2_5_VL batched-padding crash, and likely the HF_HUB_OFFLINE tokenizer regression tied to _patch_mistral_regex.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44843 is the strongest canonical anchor because it pinpoints a concrete root cause for the offline tokenizer failure (_patch_mistral_regex calling model_info() unconditionally), and it plausibly subsumes the broader symptom report in 42886.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the full cluster; it does not represent one underlying defect, so choosing a single anchor would be misleading.", + "best_issue_reason": "44843 is the best global issue representative: specific, actionable, and tied to a clear failing code path, while most other items in the cluster are separate bugs rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "Different subsystems and symptoms: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; same API path and symptom." - }, - { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "ImageProcessor segmentation-map failure vs BarkProcessor voice_preset issue are unrelated." + "reason": "Both are documentation-related, but they concern different content and different fixes: a typo in cache strategies vs obsolete pipeline-task references." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different loading/runtime bugs: auto device mapping CUDA assert vs local checkpoint loading with PEFT adapters." + "reason": "Different models and failure modes: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload CI failures, but the concrete failures and code paths differ." + "reason": "Both involve loading/offload mechanics, but the concrete bugs differ: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and a T5 apex memory leak are unrelated bugs." + "reason": "These are unrelated: quantization/offloading behavior vs an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor method, same crash scenario; these are clear duplicates." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "One is a torch.compile + SDPA model runtime bug, the other is a tokenizer special-token registration/decode issue." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both mention num_labels, but one is config propagation and the other is a classification loss edge case across models." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Both touch classification config, but one is missing num_labels propagation in Qwen3.5 and the other is a zero-loss bug for num_labels=1 across multiple models." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "TokenizersBackend post-processor sync feature and DiaConfig token-id loss after save/load are different bugs." + "reason": "Related to token metadata, but not the same bug: runtime special-token post-processor updates vs save/load losing custom token IDs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model issues: CPU offload device mismatch vs mask token registration/empty decode output." + "reason": "Device-mismatch offload bug and BigBird special-token registration bug are unrelated." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different problems: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual-encoder keys saved in Qwen3.5." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cuda assert are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both are tokenizer loading problems, but with different models and distinct failure modes." + "reason": "Different training/runtime issues: TrainerState token counting vs progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-arg TypeError is not the same as failing to load a specific tokenizer model." + "reason": "Tokenizer AddedToken argument handling and a specific tokenizer-load failure for ScandiBERT are different bugs." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids are different bugs." + "reason": "Both are model/tokenizer loading failures, but they target different repositories and do not share a concrete code path." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline-mode tokenizer failure: `_patch_mistral_regex` calls `model_info()` and breaks HF_HUB_OFFLINE/cache loading." + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading error vs incorrect video vision_position_ids." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Unrelated: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resize/interpolate issue and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Different subsystems and symptoms: Perceiver image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Model loading regression and PIL image processor torchvision dependency are different issues." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline tokenizer-loading regression: 44843 identifies the root cause in _patch_mistral_regex, while 42886 reports the broader HF_HUB_OFFLINE cache-load failure." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token/post-processor update and BigBirdTokenizer mask-token decode bug are distinct tokenization problems." + "reason": "Special-token handling is the broad theme, but one is about runtime post-processor updates and the other is a BigBird mask-token registration/decode bug." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." + "reason": "Different loading/doc issues: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "TRL unpacking of Qwen3.5 embeddings and trainer.evaluate after train are different trainer behaviors." + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs missing Float8_e4m3fn storage object." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo processor size mismatch are unrelated vision issues." + "reason": "Tokenization-related but not the same bug: runtime special-token post-processing vs LayoutLMv2 NER/batched padding crash." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training bugs." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer workflows, but one is unpacking Qwen3.5 embeddings in TRL SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Special-token runtime update feature and LayoutLMv2Tokenizer NER/padding crash are unrelated." + "reason": "Both are model/processor mismatch style reports, but they are about different models and different concrete mismatches." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 incorrect outputs and CamemBERT masked LM regression are separate model-specific bugs." + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are unrelated." + "reason": "Unrelated: Llama4Config pad_token_id attribute error vs Qwen3-MoE sliding_window issue." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve fix_mistral_regex/Mistral-tokenizer handling, but one is a crash and the other is a codec-handling regression; not the same concrete bug." + "reason": "Same Mistral-regex area, but not clearly the same concrete bug: one crashes on missing backend_tokenizer, the other reports codec-handling and warning regressions for Kimi-K2.5." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The cluster is correctly characterized as heterogeneous, and the two accepted pairs are well supported by near-identical titles and matching failure paths. No overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative about duplicates/soft edges. The true duplicate call on issue:44514/44545 is well supported, and the 42886/44843 linkage is phrased cautiously enough." }, "evaluator_used": true, "retried": false, @@ -4264,8 +4234,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -4296,19 +4266,20 @@ "issue:43818", "issue:43819", "issue:43873", - "issue:43927", "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44448", "issue:44488", + "issue:44561", "issue:44661", "issue:44671", "issue:44811", "issue:44843", "issue:44877", "issue:44898", + "issue:45020", "issue:45072", "issue:45081", "issue:45183", @@ -4320,236 +4291,250 @@ "soft_pairs": [ "issue:43596|issue:44220", "issue:41720|issue:45704", - "issue:43618|issue:43697", - "issue:43381|issue:45704", "issue:39692|issue:43873", + "issue:43381|issue:45704", + "issue:40444|issue:43746", "issue:43746|issue:45381", "issue:43746|issue:43873", - "issue:40444|issue:43746", - "issue:44220|issue:44661", "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:44220|issue:44661", "issue:43540|issue:44008", - "issue:43335|issue:43756", "issue:43716|issue:44008", "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43322|issue:45685", "issue:44062|issue:44488", "issue:44843|issue:45081", - "issue:43322|issue:45685", - "issue:43577|issue:43818", "issue:44186|issue:44898", - "issue:43550|issue:45072", "issue:43531|issue:43643", - "issue:43643|issue:44877", + "issue:43550|issue:45072", "issue:43421|issue:44811", - "issue:43550|issue:43927", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43550|issue:43819", "issue:43540|issue:45381", "issue:44448|issue:44671", - "issue:43644|issue:43749" + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43653|issue:43819" ], - "prepared_review_unit_hash": "5d780910c0a41616b174bcf1f607838c3443f9ac9cab5f9872ab6d4ddb647373", + "prepared_review_unit_hash": "0e1c2f6da0c6da5d23bbe4bbe836b2b3420da1cd7cd19bb752ea54f62c5b6da5", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36149, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated regression reports across tokenizers, multimodal models, loading, and training. None of the proposed soft pairs look like true duplicates, so the cluster should not be merged on these edges; the safest anchor is the broad offloading/quantization report.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest, most centrally discussed item in the set, with the strongest inbound-reference signal and a general loading/offloading regression scope that makes it the least-specific anchor.", + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning many models and subsystems; there is no true duplicate group, so all soft edges should be rejected. The closest thing to a hub is the broad remote_code regression report, but it still does not unify the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, but the surrounding items are mostly distinct model-specific bugs rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is broadly framed and has the most signs of being an active, cluster-level regression rather than a niche one-off bug.", + "best_issue_reason": "issue:45020 is the best representative only in the sense that it describes a broad recent-version regression affecting remote_code models; it is not a good canonical duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Unrelated failures: Bert/deepspeed zero3 index error vs audio fbank feature extraction." + "reason": "Different failures: Deepspeed zero3/BertModel index error vs audio feature extraction bug." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different subsystems and bugs: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5's apex RMSNorm memory leak." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different code paths." + "reason": "Doc/example mismatch and quantization errors are not the same as offloading-with-quantization behavior." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Checkpointing in eval mode is unrelated to the T5 apex memory-leak issue." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5/apex memory leak." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "One is a SigLIP2 docs/quantization example problem; the other is a broad offloading-with-quantization bug." + "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to Qwen2.5-VL video position IDs." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both involve loading, but one is PEFT/local checkpoint restoration and the other is quantized offloading behavior." + "reason": "Checkpoint loading failure and quantization offloading regression affect different code paths." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General input_ids/inputs_embeds validation messaging is unrelated to single-label classification zero loss." + }, + { + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different model families and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs GraniteSpeech checkpoint loading." + "reason": "CLIP attentions assignment regression is unrelated to RTDetrV2 output differences." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and tokenizer-mapping model registration are not the same bug." + "reason": "Audio fbank extraction bug is unrelated to add-new-model-like/tokenizer mapping handling." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Input-validation XOR messaging and degenerate zero-loss classification are distinct issues." + "reason": "Qwen3OmniMoe video input ValueError is unrelated to Gemma3n variable-name collision in forward()." }, { - "left": "issue:43540", + "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n's audio_mel_mask name collision." + "reason": "Mistral-3 dtype mismatch between preprocessor and model is unrelated to Gemma3n audio_mel_mask collision." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-specific defects." + "reason": "BitNet packed-weight loading problem is unrelated to DAC from_latents vs forward mismatch." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to Gemma 3n forward-variable collision." + "reason": "Void segmentation-map processing and GenerationMixin import error are unrelated subsystems and failures." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Packed-weight loading during accelerate init is a different code path than DAC.from_latents missing STE handling." + "reason": "Sparse layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration issue does not match BitNet packed-weight loading failure." + "reason": "BigBirdTokenizer special-token registration issue is unrelated to BitNet accelerate-loading unpacking." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import failure are completely unrelated." + "reason": "Llava Next loading segfault is unrelated to MPS histogram error in moe code." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument conflict is not the same as a model-loading failure for cjvt/sleng-bert." + "reason": "AddedToken special-kwarg collision is unrelated to loading cjvt/sleng-bert." }, { "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 a backend_tokenizer AttributeError; different bugs." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next loading segfault and MPS histogram_mps Int error are unrelated." + "reason": "Offline model_info() call in mistral regex patch is related to tokenizer patching, but not the backend_tokenizer AttributeError case." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "BLIP2 dtype mismatch and Video-LLaVA temporal-attention/weight-sharing bug are different problems." + "reason": "LayoutLMv2 tokenizer batching/NER crash is unrelated to Perceiver non-default resolution image classification." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failure are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and missing fields from trust_remote_code AutoConfig are distinct issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bamba torch.compile+SDPA failure is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated." + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is distinct from strict-config rejection of granite_speech." + "reason": "BLIP2 dtype propagation bug is unrelated to Video-LLaVA missing temporal attention/shared weights." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Runtime special-token post-processor refresh and Whisper batch_decode skip_special_tokens handling are different tokenizer issues." + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different config-handling regressions." }, { "left": "issue:43550", - "right": "issue:43927", + "right": "issue:43819", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "torch.compile with SDPA and DAC latent reconstruction mismatch are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video bugs: one is a ValueError in Qwen3OmniMoe video processing, the other is wrong vision_position_ids in Qwen2.5-VL." + "reason": "Qwen3OmniMoe video input processing and Qwen2.5-VL vision_position_ids are separate multimodal bugs." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 behavior regressions, but they concern different models and unrelated failure modes." + "reason": "Pegasus v4/v5 output drift is unrelated to CamemBERT masked LM prediction regression." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve recent v5 regressions, but one is a specific missing helper for trust_remote_code models while the other is a broad remote_code compatibility report; not the same bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading/runtime bugs." + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer mask token registration and DAC latent/forward mismatch are unrelated tokenizer vs audio-codec bugs." } ] }, @@ -4568,8 +4553,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -4580,8 +4565,8 @@ "issue:41720", "issue:42175", "issue:43262", + "issue:43329", "issue:43526", - "issue:43550", "issue:43577", "issue:43582", "issue:43606", @@ -4604,249 +4589,257 @@ "issue:44485", "issue:44509", "issue:44554", - "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44821", "issue:44857", + "issue:44912", "issue:44936", "issue:44977", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45325", "issue:45406", + "issue:45538", + "issue:45600", "issue:45701" ], "soft_pairs": [ - "issue:43782|issue:44977", - "issue:43653|issue:43819", - "issue:44561|issue:45020", "issue:43825|issue:43994", - "issue:43577|issue:43582", - "issue:43550|issue:43819", - "issue:43825|issue:43827", + "issue:43782|issue:44977", "issue:44821|issue:45084", - "issue:44485|issue:44509", "issue:41720|issue:44991", - "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:43825|issue:43827", "issue:30064|issue:36331", + "issue:44186|issue:44442", + "issue:44485|issue:44509", "issue:44671|issue:45701", "issue:44805|issue:44936", "issue:43606|issue:45072", "issue:42175|issue:45081", - "issue:43650|issue:43906", "issue:34634|issue:36010", "issue:43782|issue:45325", - "issue:44060|issue:44368", "issue:44610|issue:45072", "issue:45081|issue:45406", + "issue:44060|issue:44368", "issue:43749|issue:44291", + "issue:43650|issue:43906", "issue:43720|issue:45072", "issue:43526|issue:43697", "issue:43582|issue:44857", + "issue:43262|issue:43819", "issue:43526|issue:44554", - "issue:43262|issue:43819" + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:34634|issue:36331", + "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "4157e93a42665c3f64d6eb1ca1c1c4a8393b71e7741f600f902de72be4dfefe9", + "prepared_review_unit_hash": "516c5935b7e362dc49d9367008db049a5896d921c97aa41b1a834e099d7c90db", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35716, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that only look similar because many are Transformers v5 / model-regression issues. None of the soft pairs appear to be the same underlying bug or change, so they should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report here ('Recent transformers versions break models using `remote_code`'), so it best represents the cluster\u2019s general theme, though it is not a true duplicate of the others.", + "summary": "This cluster is dominated by unrelated issue reports that only share broad subsystem vocabulary (tokenizers, processors, v5, loading, dtype, etc.). None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits well: the items span many unrelated failures across different models, processors, loaders, and docs. The only mild thematic overlap is around v5 pipeline removals, but even those reports target different problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it captures the widest version-regression scope among the set; the rest are more specific, model- or component-level failures.", + "best_issue_reason": "If a representative issue must be picked, issue 43825 is the clearest self-contained report and sits in the only small subtheme with any overlap (v5 pipeline removal messaging/docs), but it is not a true duplicate hub for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Both involve Qwen models, but one is a `weight_only` load error and the other is a flash-attention generation bug; different failure modes and code paths." + "reason": "Different problems: pipeline/v5 translation messaging vs SigLIP2 producing nonsensical outputs." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "BigBirdTokenizer special-token decoding is unrelated to DAC latent decoding / missing STE; different components and bugs." + "reason": "Same model family, but different failures and code paths: weight_only loading vs flash-attention generation." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "`is_torch_fx_available` removal breaks trust-remote-code models, while 45020 is a broad tokenization/regression report; overlapping theme only, not the same bug." + "reason": "Unrelated: loading AutoImageProcessor from URL vs a template-compilation TypeError." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "One is a wrong pipeline error message for translation support, the other is a SigLIP2 inference-quality issue; unrelated." + "reason": "Different areas: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup are separate loading/runtime issues." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent-vs-forward mismatch." + "reason": "Unrelated bugs: Blip2 dtype handling vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "These both concern removed pipeline tasks in v5, but one is an error message and the other is docs; related topic, not the same bug/change." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and 'Can't compile non template nodes' are different code paths and failures." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + "reason": "Related only at a high level (v5 pipeline removals), but one is error-message text and the other is stale docs." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 A800 cuda assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated issues." + "reason": "Completely different failures: image processor void segmentation maps vs CustomTrainer.compute_loss signature." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes are unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "Both tokenizer-related, but they concern different tokenizers and distinct crash conditions." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer `compute_loss` signature mismatch are unrelated." + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are different problems." + "reason": "CamemBERT masked-LM regression vs a broad version-dependent tokenization change; not the same bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A tensor-mask shape IndexError during model execution is not the same as `trainer.evaluate()` failing after training." + "reason": "Different code paths: mask-shape IndexError vs trainer evaluate-after-train failure." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatches." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in torch-only install is unrelated to the Mistral tokenizer regex patch crash." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "`ADD THE DATA` is not a technical bug report and does not match the isolated reproduction issue." + "reason": "Unrelated: pip extras/backend packaging vs Mistral regex patch crash." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "Different issues: BarkProcessor voice_preset vs missing GenerationMixin import." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen3/Qwen2.5-VL loading behavior, but one is `weight_only` load failure and the other is RoPE position-id scaling; different concrete bugs." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is not the same as the Qwen3.5 LoRA warning about `tie_word_embeddings=False`." + "reason": "Both VL-related, but one is weight_only loading and the other is RoPE position scaling." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatches in other models are unrelated." + "reason": "Unrelated: OmDet-Turbo image size mismatch vs dtype mismatch in inference." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer backend-tokenizer crash and Gemma4Processor missing `_tokenizer` are different processor/tokenizer failures." + "reason": "Different bugs in different components: Mistral tokenizer patch crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied embeddings/warnings, but the concrete bugs and affected layers are different." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and `_is_hf_initialized` argument error in `init_empty_weights` are separate loading-path regressions." + "reason": "Loading-related, but distinct issues: FSDP RAM-efficient loading vs init_empty_weights unexpected argument." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real technical overlap: a placeholder issue versus an isolated reproduction of another bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference bugs." + "reason": "Different failures: packed-weight unpacking during accelerate loading vs bfloat16 dtype mismatches." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs in v5 are different model/processor issues." + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs RTDetrV2 output regression." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon caching allocator TypeError and LwDetrImageLoss AMP/CUDA crash are distinct runtime failures." + "reason": "Different platforms and code paths: Apple Silicon allocator warmup vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC.from_latents / missing STE mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + "reason": "Beit label reduction bug and MPS attention correctness issue are not the same problem." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length sentinel issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings references; different targets entirely." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different subsystems and bugs." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback are unrelated." } ] }, @@ -4865,18 +4858,18 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:34567", - "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", "issue:40990", + "issue:41720", "issue:43257", "issue:43262", "issue:43329", @@ -4884,11 +4877,11 @@ "issue:43452", "issue:43454", "issue:43531", + "issue:43540", "issue:43550", "issue:43577", "issue:43638", "issue:43645", - "issue:43653", "issue:43696", "issue:43697", "issue:43720", @@ -4909,272 +4902,271 @@ "issue:44912", "issue:44936", "issue:44977", + "issue:44987", "issue:44991", "issue:45042", - "issue:45084", "issue:45356", "issue:45357", + "issue:45381", "issue:45488", "issue:45538", - "issue:45600", "issue:45701" ], "soft_pairs": [ - "issue:43329|issue:45600", - "issue:45084|issue:45538", - "issue:34634|issue:36331", - "issue:43653|issue:44912", "issue:43452|issue:44991", "issue:43257|issue:43329", "issue:43638|issue:44936", "issue:38175|issue:44610", - "issue:43454|issue:43577", - "issue:44589|issue:45042", - "issue:44568|issue:45488", - "issue:43854|issue:44977", - "issue:43257|issue:43696", "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:44568|issue:45488", + "issue:44589|issue:45042", + "issue:43454|issue:43577", "issue:39692|issue:44912", "issue:36010|issue:43645", "issue:43720|issue:44610", "issue:43819|issue:43927", - "issue:43550|issue:44912", "issue:43749|issue:44756", + "issue:43550|issue:44912", "issue:44568|issue:45356", - "issue:43329|issue:44479", "issue:43262|issue:44811", - "issue:43531|issue:45042", "issue:36010|issue:36331", + "issue:43329|issue:44479", + "issue:43531|issue:45042", "issue:43257|issue:43931", - "issue:44849|issue:45701", - "issue:43329|issue:43450", "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44849|issue:45701", "issue:43257|issue:43756", - "issue:43697|issue:45357" + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:41720|issue:43540" ], - "prepared_review_unit_hash": "53672b5c44a58eade67eeb0578b62d30f2cbca9c4390a6c7edb7e02e29ca2626", + "prepared_review_unit_hash": "b86684d906fa0b2ea775db1badab634b74c263adae168f05874c94fc40ef74cd", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37136, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 30, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers issues. Only one soft duplicate looks plausible (the Qwen video regression pair); the rest differ by model, subsystem, or failure mode.", - "confidence": 0.64, - "canonical_issue_reason": "No single perfect canonical duplicate exists; issue 45488 is the broadest concrete regression here, with a clear reproducible tokenizer breakage affecting a major model family.", + "summary": "The only plausible duplicate cluster is the Qwen video-input regression family, with 44479 as the broad umbrella. The 43329 pair is not grounded enough to merge: it names a specific undefined-helper bug, not the broader multi-model regression in 44479.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it explicitly spans multiple Qwen video/VL variants and matches the shared video-input regression theme better than the narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the strongest standalone representative: open, user-visible, and tied to a concrete tokenizer regression with downstream impact.", + "best_issue_reason": "issue:44479 is the strongest global representative because it is the broadest and most centrally named video-input regression report; the other candidates are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Different bugs: multimodal video token counting vs stale auto_mappings config references breaking CI." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Unrelated failures: compile/template-node error vs CLIPTokenizer max length constant." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "Different APIs and code paths: BarkProcessor voice preset vs CustomTrainer compute_loss signature change." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token decoding bug vs MXFP4 quantization fallback; no shared root cause." - }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is gguf_file integration and the other is a specific tokenizer load regression." + "reason": "Both are loading/tokenizer regressions, but they hit different APIs and models: gguf_file support vs est-roberta tokenizer loading." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs a multimodal video token helper bug." + "reason": "Different bugs: Qwen3-MoE loading/conversion under accelerate+deepspeed vs an undefined-helper failure in multimodal video token counting." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3/non-pretrained BERT crash vs trainer.evaluate() after train; different execution paths." + "reason": "Both involve trainer behavior, but one is a ZeRO-3/BERT index error and the other is evaluate() failing after train(); not the same defect." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and model families: zero probabilities vs image size mismatch." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision lm_head tying bug vs Blip2 dtype loading bug; unrelated mechanisms." + "reason": "Both mention model/input-shape style problems, but they are different models and different failure modes." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Float8 storage lookup failure vs PIL image processor torchvision dependency regression." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both involve tokenizers, but the broken behavior and model-specific fixes are different." + "reason": "Qwen3-MoE weight conversion and GPT-oss OOM are unrelated failure classes." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue vs Qwen3.5 flash-attention generation bug." + "reason": "Different models and paths: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Model-loading weight conversion bug vs plain OOM; not the same problem." + "reason": "Both are tokenizer-related, but they describe different tokenizers and different breakages." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Completely different subsystems: float8 storage lookup vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "PEFT/local checkpoint loading vs Whisper batch_decode special-token handling." + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model-loading defects." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors vs quantization loading fallback; different fixes." + "reason": "SigLIP2 docs/example errors are unrelated to the git-oss-20b quantization/loading regression." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin vs custom-model initialization issues in notebooks." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are separate API regressions." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unloading during accelerate load vs processor/model input-size mismatch." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to a video processor resolution/shape mismatch." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction bug vs DiaConfig token-ID persistence bug." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different model-specific bugs." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "torch.compile/SDPA failure vs MXFP4 quantization loading fallback; different code paths." + "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are not the same issue." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs platform-specific mmap OOM mitigation." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback in git-oss-20b." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and causes." + "reason": "Tokenizer regressions, but for different tokenizers and different symptoms; too broad to merge." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API regressions." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Same underlying video-input/VLM code path regression; one is the specific undefined-helper failure behind the broader video regression." + "accept": false, + "reason": "43329 is a specific undefined-helper bug in _get_num_multimodal_tokens; 44479 is a broader multi-model video-input regression report, so the packet does not ground them as the same defect." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skipping special tokens." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision requirements are unrelated." }, { - "left": "issue:43531", + "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs torchvision dependency issue in PIL processors." + "reason": "Different failure classes and code paths; no shared underlying bug." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43454", + "right": "issue:43756", "accept": false, - "reason": "Import-time GenerationMixin issue vs trainer compute_loss kwargs mismatch." + "reason": "AyaVision lm_head tying and Smollm3 RoPE-layer dropping are unrelated architecture issues." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are Qwen3 loading problems, but one is MoE weight conversion and the other is a VL shape mismatch." + "reason": "No overlap beyond being model/loading related; these are distinct regressions." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Specific Qwen3.5 hidden-state bug vs broad tokenization regression complaint." + "reason": "Same release era, but not the same bug or fix." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video-related code, but token counting and batched processor shape are distinct bugs." + "reason": "Both mention video paths, but one is token counting/undefined helpers and the other is batched video processor output shape; different defects." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Trainer token counter bug vs GPT-oss perplexity anomaly; no common root cause." + "reason": "A Qwen3.5 hidden-states bug is not the same as a general tokenization-version change report." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion bug vs Smollm3 RoPE-layer selection bug." + "reason": "Qwen3-MoE loading/weight conversion and Smollm3 RoPE configuration are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression vs Qwen3.5 visual-encoder key saving regression." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are different model-specific issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A load failure for physical-intelligence/fast and a CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen video-input regression reports: 44479 names the broader multi-variant failure, and 45381 is a specific qwen2.5-vl video-input/vision_position_ids manifestation." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The chosen representative issue is supported by the title/state, and the one accepted soft edge (43329/44479) is plausibly the same video-regression family. The remaining pairwise rejections are cautious and well-justified by differing model families, subsystems, or failure modes." + "accept": false, + "feedback": "Rejecting because at least one soft-edge accept overstates the evidence in the packet. In particular, issue:43329 is a specific `_get_num_multimodal_tokens` video-branch undefined-helper bug, while issue:44479 is a broader video-input regression report across several Qwen variants; the packet titles do not ground them as the same defect. The rest of the summary is mostly conservative, but the accepted duplicate claim is too strong for the available evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5187,8 +5179,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -5198,8 +5190,8 @@ "issue:34567", "issue:34689", "issue:36010", + "issue:36331", "issue:38175", - "issue:41720", "issue:42175", "issue:42915", "issue:43317", @@ -5213,12 +5205,12 @@ "issue:43742", "issue:43749", "issue:43756", + "issue:43782", "issue:43824", "issue:43906", "issue:43927", "issue:43994", "issue:44062", - "issue:44164", "issue:44291", "issue:44479", "issue:44488", @@ -5228,10 +5220,10 @@ "issue:44898", "issue:44912", "issue:44938", - "issue:44987", "issue:44991", "issue:45042", "issue:45072", + "issue:45081", "issue:45137", "issue:45325", "issue:45375", @@ -5242,258 +5234,260 @@ "issue:45588" ], "soft_pairs": [ - "issue:44987|issue:45538", - "issue:44479|issue:45381", - "issue:43577|issue:45072", - "issue:41720|issue:43540", "issue:43452|issue:43582", "issue:42915|issue:43742", - "issue:33357|issue:34567", "issue:44291|issue:45042", "issue:43317|issue:45538", - "issue:42915|issue:44821", - "issue:42175|issue:43824", - "issue:43927|issue:44912", "issue:43540|issue:44560", + "issue:33357|issue:34567", "issue:42915|issue:45538", + "issue:43577|issue:45072", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:44062|issue:44991", "issue:43540|issue:44479", "issue:42175|issue:44938", - "issue:44062|issue:44991", "issue:42175|issue:44488", "issue:43526|issue:45479", "issue:45137|issue:45405", "issue:43906|issue:45381", + "issue:42915|issue:43749", "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:43749|issue:44164", "issue:28282|issue:34689", - "issue:43756|issue:45325", "issue:36010|issue:42175", + "issue:43756|issue:45325", + "issue:43493|issue:43994", "issue:43742|issue:44291", "issue:28282|issue:29127", - "issue:43493|issue:43994", - "issue:43643|issue:45375" + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "b387c12aefb5bee2439e1232198c6d679d6dc51750aa006863534a9e63d4a38d", + "prepared_review_unit_hash": "916a527c6568b4a5e8673d3eed9500961b3b0380e07bd83c43b138ae537c8335", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37119, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "soft_pair_count": 33, + "serialized_chars": 37879, + "estimated_input_tokens": 9470, + "estimated_eval_tokens": 19196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most pairs are unrelated bugs across different models/subsystems. I accepted only the two pairs that look like the same concrete bug family (Qwen VL video position IDs; SigLIP2 bad outputs).", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items split into multiple unrelated problem families; the closest duplicate groups are separate and should not be collapsed together.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No global best issue: the cluster does not form one duplicate set, so any single issue would misrepresent the other unrelated reports.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is mostly heterogeneous issue reports around loading, config, tokenizer, and model-specific regressions. I only see one strong duplicate-like pair (SigLIP2 behavior), while the rest are at best same-subsyst em but different bugs. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44479 is the broadest, highest-signal regression report in the set and the best provisional anchor for the only nearby video-regression subgroup; however, the overall cluster is not a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest regression framing and broadest affected surface among the listed issues, so it is the best single issue to anchor triage even though the set splits into multiple unrelated topics.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Different failures: tokenizer/model loading for 'physical-intelligence/fast' vs CLIPTokenizer max_length behavior." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report Qwen2.5-VL/video-input position-id regressions in 5.3.0; likely the same video positional indexing bug." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype, but they affect different models and code paths (Blip2 loading vs SwitchTransformers/TimmWrapper inference)." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Distinct Qwen issues: auto device mapping CUDA assert on A800 vs video-input ValueError in Qwen3OmniMoe." - }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Unrelated areas: gguf AutoTokenizer/AutoModel loading vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different subsystems: gguf/tokenizer loading vs. Apple Silicon allocator warmup TypeError." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different bugs: FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "Unrelated: MacOS bus error loading CLIP vs TrainerState token counting not updating." + "reason": "Different model-loading failures and different root causes; same broad area only." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different code paths: init_empty_weights/_is_hf_initialized vs image processor torchvision dependency regression." + "reason": "init_empty_weights/_is_hf_initialized bug is unrelated to PIL backend torchvision requirements." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different problems: device_map/offload loading failure vs CLIPTokenizer model_max_length." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Different subsystems: FP8 loading for Qwen3Moe vs AutoImageProcessor URL loading." + "reason": "Dequantized model device_map offload failure is unrelated to CLIPTokenizer max_length behavior." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Different failures: missing TensorFlow backend in install extras vs missing Qwen2_5_VL class import." + "reason": "Both are video-related Qwen reports, but the models and failure modes differ enough to avoid merging." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback are not the same bug." + "reason": "MacOS bus error on CLIP model vs. TrainerState token counter not updating are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both involve video, but different models and symptoms (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." + "reason": "FineGrainedFP8Config loading issue does not match CLIPTokenizer max_length bug." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different issues: FP8 config loading vs tokenizer max_length." + "reason": "Both mention dtype, but they affect different model classes and likely different code paths." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Both are video-related, but the affected model families and failure modes differ enough that they do not look like one concrete bug." + "reason": "Config save/load custom token IDs bug is unrelated to MXFP4 quantization fallback." }, { "left": "issue:42175", - "right": "issue:44938", + "right": "issue:43824", "accept": false, - "reason": "Completely different areas: backend packaging for TensorFlow vs Python 3.14 import failure." + "reason": "Backend dependency packaging issue is unrelated to missing Qwen2.5-VL export." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer AddedToken keyword collision is not the same as the EMBEDDIA/est-roberta loading regression." + "reason": "AddedToken kwarg collision and tokenizer load failure for est-roberta are not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video regressions, but they target different Qwen model families and are not clearly the same defect." }, { "left": "issue:42175", - "right": "issue:44488", + "right": "issue:44938", "accept": false, - "reason": "Different issues: package extras/backend composition vs loading 'cjvt/sleng-bert'." + "reason": "Packaging/backend omission is unrelated to Python 3.14 import failure." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to zero-loss sequence-classification bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version pinning." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version bump." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen2.5-VL video-position-id regression." + "reason": "Isolated reproduction of an older issue is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading failure are distinct training/loading bugs." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are different model bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange bug is unrelated to flash_attention crashing on s_aux=None." + "reason": "XLNet CPU device placement bug is unrelated to flash-attention sink-less model crash." }, { - "left": "issue:43749", - "right": "issue:44164", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is not the same as save/from_pretrained extra_state handling." + "reason": "PyTorch-not-found ImportError and Llama 3.2 vision model loading breakage are unrelated." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "PyTorch-missing ImportError is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "GenerationMixin import error is unrelated to TensorFlow backend packaging." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen/Smollm RoPE bugs with different code paths and symptoms." + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL rope/index scaling issue are different model-specific bugs." }, { - "left": "issue:36010", - "right": "issue:42175", - "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are about SigLIP2 behaving incorrectly; one is the root implementation discrepancy and the other is the user-facing nonsensical output symptom." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized are different loading failures." + "reason": "MobileLLM key error and init_empty_weights unexpected-argument bug are different failure modes." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import error is unrelated to LayoutLMv3 box-information error messaging." + "reason": "PyTorch import failure and LayoutLMv3 box-information error are unrelated." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 model producing wrong/nonsensical outputs; one frames it as HF-vs-JAX discrepancy, the other as broken inference behavior." + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken conflict and Mistral regex patch backend_tokenizer crash are different tokenizer bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing fields, but one is AutoConfig/trust_remote_code behavior and the other is a specific VisionConfig field dropped by @strict." + "reason": "Generic trust_remote_code field loss and a specific VisionConfig field being dropped are not clearly the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter update bug and custom compute_loss signature breakage are distinct trainer issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf/AutoTokenizer loading breakage and model load failure for sleng-bert are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights loading bug is unrelated to loading AutoImageProcessor from URL." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. It correctly treats the cluster as heterogeneous, and the two accepted soft pairs are plausibly the same bug family without overclaiming. The rejected pairs are also mostly well-justified by differing model families or code paths." + "feedback": "Grounded overall and conservative on soft-edge calls. The only accepted pair, issue:43493 \u2194 issue:43994, is well supported by the packet as the same SigLIP2 defect/symptom chain. The rest are appropriately rejected as distinct bugs or at most same broad area. No PRs are present, and the cluster is correctly characterized as heterogeneous." }, "evaluator_used": true, "retried": false, @@ -5509,40 +5503,40 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:24643", "issue:29127", - "issue:34567", - "issue:36331", + "issue:41720", "issue:41762", "issue:43295", "issue:43452", "issue:43525", "issue:43531", "issue:43577", - "issue:43582", "issue:43643", + "issue:43646", + "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43782", "issue:43819", - "issue:44062", - "issue:44291", + "issue:43906", + "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", @@ -5560,239 +5554,228 @@ "issue:45381", "issue:45405", "issue:45440", - "issue:45600" + "issue:45600", + "issue:45704" ], "soft_pairs": [ - "issue:43582|issue:43782", - "issue:44062|issue:45081", - "issue:34567|issue:36331", - "issue:44291|issue:44821", - "issue:43452|issue:44488", "issue:44792|issue:44964", "issue:44484|issue:44704", - "issue:45405|issue:45600", "issue:45042|issue:45081", - "issue:43697|issue:45216", + "issue:45405|issue:45600", + "issue:43688|issue:43749", "issue:43643|issue:44561", "issue:43742|issue:44589", - "issue:44514|issue:45381", - "issue:43688|issue:43749", + "issue:43697|issue:45216", "issue:43531|issue:44821", - "issue:44514|issue:45290", + "issue:44514|issue:45381", "issue:44625|issue:44877", "issue:43452|issue:43577", - "issue:43720|issue:44898", + "issue:44514|issue:45290", + "issue:41762|issue:44936", "issue:43452|issue:44843", + "issue:43720|issue:44898", "issue:43688|issue:45440", - "issue:41762|issue:44936", - "issue:43525|issue:43643", + "issue:44466|issue:45005", "issue:24643|issue:29127", - "issue:43295|issue:45356", "issue:43819|issue:44811", - "issue:44466|issue:45005" + "issue:43295|issue:45356", + "issue:43525|issue:43643", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43688|issue:45704", + "issue:41720|issue:43906", + "issue:43646|issue:43749" ], - "prepared_review_unit_hash": "7a093d7485b5370e5bc4e38b65209b72097c4dc04aea53a9c3517c99598ccdd5", + "prepared_review_unit_hash": "dacfa0ca14fa25955447fccb0b8a8006c80e4efff28ecfa0d473f7170e88f27f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35492, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues with similar wording. Only one soft pair looks like the same underlying bug: tied-weight serialization/save_pretrained behavior in v5.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44466 is the clearest, most specific statement of the tied-weights serialization regression and likely subsumes issue:45005 as a broader symptom report.", + "summary": "The set is mostly a collection of unrelated issue reports. I found one plausible duplicate pair around tied-weight serialization in v5; the rest are distinct bugs or feature regressions affecting different code paths/models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the broadest and clearest statement of the tied-weights regression, and issue:44466 reads like a concrete device-dependent symptom of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best issue representative because it is concrete, actionable, and closest to the underlying code-path problem in the only plausible duplicate pair.", + "best_issue_reason": "issue:45005 is the best representative issue here because it captures the shared tied-weight serialization failure at the right level of abstraction; the other soft pairs do not form a coherent duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Different failures in different loading paths: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only loading error." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer-related, but they describe different bugs and code paths: AddedToken keyword collision vs Mistral regex/backend_tokenizer crash." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Trainer bookkeeping bug vs custom compute_loss signature mismatch; unrelated symptoms and fixes." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to AutoImageProcessor URL loading." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both involve model loading, but one is a gguf_file regression and the other is a specific model load failure; not clearly the same bug." - }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Separate multimodal model loading/test failures with no clear shared code-path." + "reason": "Both are multimodal-related, but one is a Janus test/generation failure and the other is a Phi-4 multimodal load failure; different bugs." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing question vs AutoProcessor cached_file kwargs bug; different issues entirely." + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file; unrelated code paths." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Unreleased PEFT version bump vs stale auto_mappings config reference; unrelated maintenance issues." + "reason": "PIL/image-processor torchvision dependency regression vs Mistral regex/tokenizer crash; not the same issue." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex/tokenizer loading crash." + "reason": "Dependency version bump problem vs stale auto_mappings reference to removed configs; different failure modes." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are different model-specific problems." + "reason": "MoE auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; distinct subsystems." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an fx-availability removal regression; different failures." + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of is_torch_fx_available; separate regressions." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError loading MobileLLM vs float8 storage lookup TypeError; unrelated loading paths." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is a chat-template batching crash and the other is incorrect vision_position_ids; different bugs." + "reason": "KeyError loading MobileLLM-125M is unrelated to the Float8 storage-object lookup failure." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM-efficient loading regression; no shared underlying code-path." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different model/code-path regressions." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading; no shared bug." }, { "left": "issue:44514", - "right": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both hit apply_chat_template, but the failing conditions differ enough that they do not look like one concrete bug." + "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids; not the same concrete defect." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Config field propagation for Qwen3.5 is not the same as strict config preventing granite_speech loading." + "reason": "Qwen3.5 num_labels propagation vs strict config loading for granite_speech; unrelated." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + "reason": "GGUF loader breakage and BLIP2 dtype propagation are different problems." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the crashes are on different inputs and from different logic paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific issues." + "reason": "DeepSpeed ZeRO-3 loading failure vs trainer.evaluate() after trainer.train(); unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading regression is unrelated to _patch_mistral_regex offline-mode behavior." + "reason": "GGUF loader regression and offline mistral_regex patch behavior are separate issues." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Aux-loss normalization bug and DeepSeekV3MoE divergence are different training/architecture problems." + "reason": "BitNet packed-weight loading bug vs Perceiver non-default-resolution image classification bug; different models and code paths." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "DeepSpeed ZeRO-3 model loading failure is unrelated to trainer.evaluate() failing after train()." + "reason": "Both mention MoE models, but they describe different model implementations and different correctness bugs." }, { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as trust_remote_code missing fields." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These look like the same tied-weights save_pretrained regression in v5: 44466 is a device-dependent lm_head.weight symptom, while 45005 is the broader translation-model manifestation." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity issue; not the same bug." + "reason": "DeepSpeed training shape error vs LayoutLMv3 error-message clarity; not duplicates." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/processor regressions for different models; no concrete shared fix path." + "reason": "Custom processor/tokenizer regression from v4.57.5 vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; distinct bugs." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Llama4Config missing pad_token_id is a different config-field bug than AutoConfig returning missing fields under trust_remote_code." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights serialization/save_pretrained regression in v5; 45005 reads like a broader translation-model manifestation of 44466." + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different models and different token semantics; not the same bug." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is chunked compiled-forward inconsistency and the other is recurrent states resetting in modular_qwen3_5.py; related theme, not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral regex crash." + "reason": "Qwen3 auto-device-map cudaErrorAssert and an isolated reproduction of a different issue are not the same problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted 44466/45005 pairing is well supported by the titles and descriptions, both pointing to tied-weights/save_pretrained serialization behavior in v5. The other soft pairs are rejected in a cautious way without overclaiming shared root causes." + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate pair (44466/45005) is supported by the titles as the same tied-weights/save_pretrained regression at different levels of specificity, and the rejected pairs are explained in a cautious way without overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -5808,8 +5791,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -5823,23 +5806,24 @@ "issue:38175", "issue:41720", "issue:43122", + "issue:43278", "issue:43295", "issue:43329", "issue:43334", "issue:43452", + "issue:43493", "issue:43504", "issue:43525", "issue:43531", "issue:43550", "issue:43572", "issue:43577", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", + "issue:43825", "issue:43906", "issue:43927", "issue:44361", @@ -5848,283 +5832,287 @@ "issue:44464", "issue:44479", "issue:44554", - "issue:44568", "issue:44610", "issue:44625", - "issue:44743", "issue:44843", + "issue:44849", "issue:44936", "issue:44977", "issue:44991", "issue:45325", "issue:45356", + "issue:45357", "issue:45588", - "issue:45701", - "issue:45704" + "issue:45701" ], "soft_pairs": [ - "issue:43653|issue:44568", - "issue:44464|issue:44743", "issue:38175|issue:43295", "issue:43577|issue:43697", - "issue:41720|issue:43906", - "issue:43688|issue:45704", - "issue:44361|issue:44442", - "issue:43646|issue:43749", - "issue:43653|issue:44361", - "issue:28282|issue:32090", - "issue:43688|issue:45701", "issue:44843|issue:44991", + "issue:44361|issue:44442", "issue:44479|issue:44936", "issue:30064|issue:33666", - "issue:28282|issue:35141", + "issue:43653|issue:44361", + "issue:43688|issue:45701", + "issue:28282|issue:32090", "issue:28282|issue:33357", + "issue:28282|issue:35141", "issue:44977|issue:45356", "issue:43577|issue:45588", - "issue:43122|issue:43906", - "issue:43577|issue:44554", - "issue:43531|issue:43742", - "issue:43653|issue:43927", "issue:43329|issue:45325", - "issue:44464|issue:44977", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43122|issue:43906", "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:43550|issue:43927", "issue:43550|issue:44361", "issue:32090|issue:34567", "issue:43504|issue:43720", - "issue:43452|issue:44451", "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:43504|issue:44610", - "issue:43334|issue:43572", "issue:41720|issue:44464", - "issue:43525|issue:43572" + "issue:43452|issue:44451", + "issue:43334|issue:43572", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:44849|issue:45357" ], - "prepared_review_unit_hash": "fe674c898a1b0bb6f14f0ab159162f5f465ae7700ccc648709e4484028ebc541", + "prepared_review_unit_hash": "88d6e7fb384fcd8311c4cec2f572521505ed972c4b5c89351e625f2307c2c316", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38346, - "estimated_input_tokens": 9587, - "estimated_eval_tokens": 19430 + "soft_pair_count": 34, + "serialized_chars": 38046, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated bug reports. I found no soft-edge pair that clearly describes the same underlying issue, so all candidate links should be rejected. If a representative issue is needed, the broadest tokenizer-regression report is the best umbrella candidate.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-style report in the set (\u201ctransformers version changes the tokenization\u201d) and best fits as a loose representative for the tokenizer-regression subset.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports with only superficial overlap (tokenizers, model loading, training, multimodal processing). No soft pair looks like the same concrete bug/change, so all candidate duplicates are rejected.", + "confidence": 0.19, + "canonical_issue_reason": "issue:45701 is the broadest, most representative report in the set and has inbound references, but the overall cluster is heterogeneous rather than a true single-duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is open, generic, and already references the broader tokenization-change theme, making it the most suitable anchor if this cluster must have one issue representative.", + "best_issue_reason": "issue:45701 is the best general representative because it is version-regression-oriented and broadly scoped around tokenization behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizers and different symptoms: BigBird mask-token decoding vs mdeberta add_special_tokens/BOS-EOS behavior." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both concern generation, but one is compiled-forward inconsistency while the other is a Qwen3.5 recurrent-state/cache bug; not the same code path." - }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Completely different failures: SigLIP zero probabilities vs processor.tokenizer/image-passing regression." + "reason": "Different failures: SigLIP2 zero probabilities vs processor/tokenizer regression with custom model code." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Unrelated model-loading dtype issue vs RTDetrV2 output mismatch." + "reason": "Different model behaviors and code paths; dtype handling for Blip2 is unrelated to RTDetrV2 output differences." }, { - "left": "issue:41720", - "right": "issue:43906", - "accept": false, - "reason": "No shared bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of a different issue." - }, - { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs T5/apex memory leak." + "reason": "Both concern tokenizers, but one is offline hub lookup in Mistral regex patch and the other is loading a specific tokenizer on v5." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer load failures, but for different tokenizer families and different exceptions." + "reason": "Different tokenizer/model-loading bugs for different models; no shared concrete code path." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44479", + "right": "issue:44936", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Unrelated areas: video input regression in Qwen VL models vs trainer evaluate-after-train failure." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different tokenizers and different errors; no same underlying bug." + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast failure." + "reason": "Both are tokenizer-related, but BigBird special-token registration and MLuke task errors are different bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "45701 is a broad tokenization regression, but this is about MoE auxiliary-loss normalization, not tokenization." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline hub/model_info regression is unrelated to EMBEDDIA tokenizer loading failure." + "reason": "Auxiliary-loss normalization is unrelated to version-dependent tokenization changes." }, { - "left": "issue:44479", - "right": "issue:44936", - "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate after train." - }, - { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Image-processor void-segmentation bug is unrelated to Qwen2-VL multi-GPU training." + "reason": "PyTorch import error vs trainer broadcast TypeError; no shared bug." }, { "left": "issue:28282", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to embedding reinitialization after resize." + "reason": "Different environments and failures: missing PyTorch vs MacOS bus error with CLIP." }, { "left": "issue:28282", - "right": "issue:33357", + "right": "issue:35141", "accept": false, - "reason": "PyTorch missing ImportError does not match MacOS bus error in CLIP loading." + "reason": "ImportError for PyTorch is unrelated to embedding reinitialization after resize." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Different models and different regressions: flash-attention generation vs tokenizer codec/regex handling." + "reason": "Flash-attention generation bug and tokenizer codec regression are different issues." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Dtype handling in BLIP2 is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash do not share the same code-path problem." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Generic tokenization difference across versions is not the same as the isolated reproduction issue." + "reason": "Both are multimodal/VL related, but one is undefined video token helper usage and the other is rope position scaling." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "BLIP2 dtype bug and MPS attention correctness issue are distinct." + "reason": "BigBird mask-token registration and DiaConfig custom token IDs are different tokenizer/config bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M loading key error." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to MobileLLM loading key errors." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "BigBird special-token decoding issue is unrelated to DiaConfig custom token ID loss." + "reason": "Dtype loading issue vs attention correctness issue on MPS; not the same bug." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-to-version tokenization change is much broader than an isolated reproduction of a separate issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both are VL-related, but one is an undefined-variable bug in multimodal token counting and the other is rope-index scaling for still images." + "reason": "Video-input regression and num_labels propagation are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Video-input regression is unrelated to Qwen3.5 num_labels propagation." + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig token ID persistence." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." + "reason": "Different models and different failure modes; no common underlying bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Trainer broadcast NoneType error is unrelated to TrainerState token counter not updating." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field model-loading bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy preset loading for Beit segmentation is unrelated to BitNet accelerate unpacking." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and code paths; no plausible single merged fix." + }, + { + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "GGUF path breakage and ScandiBERT loading failure are different problems." + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training support." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:44610", + "accept": false, + "reason": "Both involve loading/preprocessing mismatches, but for different models and distinct root causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA assert on A800 is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Beit preset loading and Bamba torch.compile/SDPA are unrelated." + "reason": "gguf_file loading breakage is not the same as inability to load a specific model repo." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token-related config fields, but they affect different models and different attributes." + "reason": "Both mention missing pad-token config fields, but the models and missing attributes differ." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert is unrelated to chunked generation under compiled forward." + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Same general theme of missing pad-token config fields, but different model families and different fields; not the same concrete bug." + "reason": "Different config attributes missing on different model families; similar theme but not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation support." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is hidden-states output behavior and the other is save_pretrained visual key serialization." } ] }, @@ -6143,8 +6131,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -6165,292 +6153,292 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43688", + "issue:43653", "issue:43716", "issue:43720", "issue:43742", "issue:43756", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", + "issue:43994", "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", + "issue:44479", "issue:44488", + "issue:44493", "issue:44589", "issue:44625", "issue:44734", "issue:44821", "issue:44843", - "issue:44849", "issue:44913", "issue:44964", "issue:44977", - "issue:45083", "issue:45084", "issue:45200", "issue:45229", - "issue:45357", "issue:45405", "issue:45520", "issue:45584" ], "soft_pairs": [ - "issue:44849|issue:45357", - "issue:43278|issue:43688", "issue:43756|issue:44913", - "issue:43742|issue:44821", - "issue:43493|issue:43825", - "issue:33666|issue:36010", "issue:43262|issue:45084", + "issue:33666|issue:36010", + "issue:43742|issue:44821", "issue:43540|issue:43716", - "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43257|issue:43299", + "issue:43720|issue:43927", "issue:43278|issue:43844", - "issue:39692|issue:43493", + "issue:43257|issue:43299", "issue:43493|issue:43844", - "issue:43720|issue:44361", + "issue:39692|issue:43493", "issue:33666|issue:36331", + "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:44488|issue:44843", "issue:43540|issue:44977", "issue:45200|issue:45229", + "issue:43756|issue:44479", "issue:44625|issue:45584", - "issue:43756|issue:45083", "issue:43824|issue:44589", "issue:43646|issue:44466", "issue:44589|issue:45520", "issue:39692|issue:43295", - "issue:44423|issue:44734", "issue:33357|issue:33666", + "issue:44423|issue:44734", "issue:43572|issue:44291", "issue:43504|issue:43606", + "issue:43504|issue:43653", + "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:43927|issue:44361" + "issue:43994|issue:44493", + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "105c0d34f2184ad685509d066e1f8820bf60275ba8e5174893e96b712046e7ef", + "prepared_review_unit_hash": "099d01983bf3369157993a276335bb917b7a5035aad5ed1ac4a3c2663bc57ac8", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37396, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "serialized_chars": 37428, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across model loading, training, configs, serving, audio, and documentation. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme (Transformers 5.0 breakage around model initialization), even though it is not a duplicate of the other reports.", + "summary": "No soft edge looks like a true duplicate. The cluster is highly heterogeneous across unrelated model, tokenizer, training, and serving regressions; 43824 is the most visible issue, but not a valid umbrella canonical for the group.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43824 has the strongest visibility signal (discussion/inbound refs), but the cluster is too unrelated for any single issue to serve as a real duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best anchor for this cluster because it is general, regression-oriented, and more central than the many highly model-specific reports.", + "best_issue_reason": "43824 is the best single anchor issue by reference/activity, but it still only represents the Qwen2.5-VL import regression and does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen3.5, but one is about output_hidden_states and the other about save_pretrained visual encoder keys; different code paths and symptoms." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "One is about BF16\u2192FP32 dtype drift during evaluate, the other about auxiliary-loss normalization; different bugs." - }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE-related wording overlaps, but one is missing RoPE layers in Smollm3 and the other is config persistence for rotary_pct." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error vs AutoImageProcessor URL loading; unrelated failures." + "reason": "Different bugs: Smollm3 RoPE layer count vs GPTNeoXConfig rotary_pct reload behavior." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as a pipeline() translation-support error message issue." + "reason": "Audio chat-template sampling rate default is unrelated to template compilation errors." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are separate code paths." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and template compilation failure are different subsystems and bugs." + "reason": "MobileLLM load key error is not the same as AutoImageProcessor URL loading failure." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Mistral-3 image-preprocessor dtype mismatch are distinct multimodal issues." + "reason": "Video-input ValueError in Qwen3OmniMoe and Mistral-3 image dtype mismatch are distinct issues." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig losing custom token IDs." + "reason": "CPU offload device mismatch and DiaConfig token-id persistence are unrelated." }, { - "left": "issue:43606", + "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is not the same bug as DiaConfig token-ID persistence." + "reason": "Packed-weight unloading in accelerate loading is unrelated to DiaConfig save/load token IDs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as ZeRO-3 gradient blow-up." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed weight conversion and the other is model loading breakage in v5; not the same concrete defect." + "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a v5 dev load regression." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO-3 gradient growth." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to ZeRO-3 gradient instability." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation example errors are documentation/example issues, while the other is an implementation discrepancy with JAX." + "reason": "Docs example errors are not the same underlying bug as the SigLIP2 implementation discrepancy." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient behavior are unrelated." + "reason": "Multi-GPU Qwen2-VL training and CustomTrainer compute_loss signature mismatch are separate failures." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading bug and MLukeTokenizer AttributeError do not share the same failure mode." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer.compute_loss signature mismatch are different trainer issues." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share the same bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Loading Phi-4-multimodal-instruct and an outdated MIN_PEFT_VERSION pin are not the same underlying problem." + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump problem." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE-breaking model_info() calls are unrelated." + "reason": "Model-specific load failure and HF_HUB_OFFLINE tokenizer patch behavior are different issues." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "Qwen3OmniMoe video processing and Qwen3.5 flash-attention generation are unrelated regressions." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting for text-only fine-tuning is not the same as Gemma4 multi-GPU inference OOM." + "reason": "Gemma 4 text-only mm_token_type_ids behavior is unrelated to multi-GPU inference OOM." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43756", + "right": "issue:44479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Smollm3 RoPE-layer bug and Qwen video-input regression are different model families and failures." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length helper behavior are different issues." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are distinct import/runtime problems." + "reason": "Qwen2.5-VL import error is unrelated to missing Float8 storage registration." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are related only at a very high level, but not the same concrete bug." + "reason": "Custom model initialization regression and device-dependent serialization are different code-path bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and flash_attn KeyError on Python 3.13 are unrelated dependency/import issues." + "reason": "Missing Float8 storage object and flash_attn KeyError on Python 3.13 are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs example errors and processor.tokenizer regression are different problems." + "reason": "SigLIP2 docs errors do not match the processor.tokenizer/images regression." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve issues but not the same underlying defect." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Both are serve bugs, but the multimodal '.to' crash and KV-cache indexing bug are not the same failure." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig missing pad_token_idx after v5 update and init_empty_weights _is_hf_initialized TypeError are separate config/init regressions." + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument mismatch are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field load failure and bark-small CPU-offload device mismatch are unrelated loading bugs." + "reason": "Beit legacy-field loading and bark-small CPU offload mismatch are different issues." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and MIN_PEFT_VERSION packaging issue are not the same problem." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different model-specific failures." + "reason": "DiaConfig token IDs persistence and MLukeTokenizer AttributeError do not share a code path." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to an unreleased PEFT version requirement." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and unexpected position-id keys are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." } ] }, @@ -6469,8 +6457,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -6485,20 +6473,19 @@ "issue:43295", "issue:43334", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", + "issue:43572", "issue:43582", "issue:43606", - "issue:43653", "issue:43701", "issue:43844", + "issue:43873", "issue:43957", - "issue:43994", "issue:44112", "issue:44315", "issue:44464", - "issue:44493", + "issue:44466", "issue:44521", "issue:44554", "issue:44568", @@ -6508,8 +6495,10 @@ "issue:44898", "issue:44964", "issue:44977", + "issue:44987", "issue:45072", "issue:45084", + "issue:45127", "issue:45198", "issue:45200", "issue:45290", @@ -6519,221 +6508,228 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45584", + "issue:45563", "issue:45701" ], "soft_pairs": [ - "issue:43504|issue:43653", - "issue:44521|issue:45290", - "issue:44464|issue:45584", - "issue:43994|issue:44493", - "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:44521|issue:45290", "issue:43606|issue:44112", "issue:29942|issue:30333", - "issue:44554|issue:45446", - "issue:43844|issue:44964", "issue:44568|issue:45701", - "issue:43540|issue:45200", "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:43540|issue:45200", "issue:43582|issue:44977", - "issue:43232|issue:44849", "issue:15354|issue:38175", + "issue:43232|issue:44849", "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:39401|issue:44568", "issue:44315|issue:44849", "issue:43334|issue:43525", "issue:44554|issue:45356", - "issue:43295|issue:44610", "issue:45200|issue:45325", + "issue:43295|issue:44610", + "issue:44898|issue:45412", "issue:43493|issue:43701", - "issue:44898|issue:45412" + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:43572|issue:44987" ], - "prepared_review_unit_hash": "4545c5b60894cc1cea3b66ec9ec1dba0fbfce9c2b68d07ed3885d307f7aa4a70", + "prepared_review_unit_hash": "4fe8d4526e134e3cf5c2e0818b06b57ba8f48ac795d56e58c4e77fb1694b420f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35030, - "estimated_input_tokens": 8758, - "estimated_eval_tokens": 17772 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenization, multimodal chat templates, generation, CI, device placement, and import/regression bugs. No soft edge looks like the same underlying bug/change, so none are accepted. If a representative issue is needed, issue:45701 is the broadest tokenization-regression item, but it does not unify the rest of the cluster.", - "confidence": 0.94, - "canonical_issue_reason": "No strong canonical issue exists because the cluster is mostly unrelated. If forced to pick one representative, issue:45701 is the broadest and most central to the tokenization-related subset.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues spanning tokenization, generation, multimodal processors, device/dtype handling, and CI/regression reports. The soft pairs are only superficially similar; none look like the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative because it is concrete, well-described, actively discussed, and has inbound references; it also sits in one of the cluster\u2019s more recurring themes (chat-template/tokenization regressions). The cluster as a whole is too heterogeneous to treat as a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best high-level representative for the tokenization-regression subset, but it is still not a true duplicate umbrella for the whole cluster.", + "best_issue_reason": "issue:44521 is the strongest single issue to anchor triage: it has the clearest repro context and enough activity to serve as a representative bucket for related multimodal chat-template reports. Broader tokenization reports in the set are either too vague or too different in failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Different bugs: legacy field loading for BEiT semantic segmentation vs BigBirdTokenizer special-token decoding. Same general area, not the same code-path issue." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both involve chat templating, but one is about assistant_masks for multimodal inputs and the other about tool-call messages with no content. Different failure modes and fixes." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after align_special_tokens." - }, - { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Different symptoms and subsystems: SigLIP2 AutoModel/pipeline output corruption vs unexpected position-id key warnings across many models." + "reason": "Janus test failure and a PEFT version bump are unrelated; shared wording similarity only." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "BF16/FP32 dtype drift in eval is unrelated to checkpoint resume key mismatch." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a PEFT minimum-version bump." + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content; different code paths and fixes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small is not the same bug as a stale GraniteSpeech CI test." + "reason": "CPU offload device mismatch for bark-small is not the same as a stale GraniteSpeech CI device-override test." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow job-reporting on failure are unrelated." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both are tokenization-related, but one is a specific add_special_tokens BOS/EOS regression and the other is a broad version-change report; not the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "One is an MPS attention correctness issue; the other is a PyTorch version-gating import problem for AuxRequest. Different code paths." + "reason": "Template-node compilation error is unrelated to flash_attn import lookup on Python 3.13." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and model-loading failures under torch.device('meta') are unrelated." + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal model-loading failure are different problems." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both concern tokenization regressions, but one is a specific BOS/EOS omission for mdeberta-v3-base while the other is a broad version-change complaint. Not the same concrete bug." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are not the same issue." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe differs from mm_token_type_ids defaults in Gemma 4; related theme, not the same issue." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Non-template node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + "reason": "sync_gpus/_update_model_kwargs_for_generation and output_hidden_states bugs are both generation-related but not the same concrete defect." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch issues are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a flash-attention helper is not the same as meta-device model-loading breakage." + "reason": "flash-attention utility import breakage is not the same as meta-device model-loading regressions." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but offset_mapping is a different failure than missing BOS/EOS insertion." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer bugs." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to a Qwen3.5 hidden-states bug." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state generation behavior." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention pad_token_id, but they are different model/config loading failures with distinct affected models and code paths." + "reason": "Both mention missing pad_token_id, but they affect different model/config classes and likely need separate fixes." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues are unrelated." + "reason": "MPS attention-value-head correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression in v4.57.5 is not the same as OmDet-Turbo\u2019s image-size mismatch." + "reason": "processor.tokenizer access regression and OmDet-Turbo image-size mismatch are separate processor issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different multimodal token-position bugs: defaults for mm_token_type_ids vs Qwen2.5-VL rope-index scaling." + "reason": "Perceiver non-default resolution failure and RT-DETR memory release are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatches." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint key mismatch." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight and LoRA merge collapse with extended vocab are different weight-tying problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and chunked generation with compiled forward are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "StableLmConfig pad_token_idx regression and a general load failure for physical-intelligence/fast are not the same bug." } ] }, @@ -6752,14 +6748,15 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:37428", "issue:38175", "issue:42915", + "issue:43262", "issue:43278", "issue:43295", "issue:43388", @@ -6772,6 +6769,7 @@ "issue:43653", "issue:43819", "issue:43824", + "issue:43825", "issue:43827", "issue:43844", "issue:43856", @@ -6784,18 +6782,16 @@ "issue:44206", "issue:44360", "issue:44442", + "issue:44448", "issue:44462", - "issue:44464", - "issue:44466", "issue:44514", "issue:44521", "issue:44561", "issue:44610", + "issue:44743", "issue:44779", - "issue:44792", "issue:44857", "issue:44936", - "issue:44987", "issue:45083", "issue:45127", "issue:45198", @@ -6803,263 +6799,263 @@ "issue:45290", "issue:45381", "issue:45412", - "issue:45563", - "issue:45584" + "issue:45584", + "issue:45593" ], "soft_pairs": [ - "issue:44466|issue:45127", - "issue:44792|issue:45563", - "issue:43873|issue:44464", + "issue:43844|issue:44936", "issue:37428|issue:43824", - "issue:43572|issue:44987", "issue:43388|issue:43526", "issue:43572|issue:43957", - "issue:43844|issue:44936", "issue:43824|issue:43975", "issue:43295|issue:43450", - "issue:44514|issue:44521", - "issue:38175|issue:45412", "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:44514|issue:44521", "issue:42915|issue:43824", "issue:43295|issue:43994", - "issue:44360|issue:44561", + "issue:43278|issue:43856", "issue:44442|issue:45198", + "issue:44360|issue:44561", "issue:38175|issue:43493", - "issue:43278|issue:43856", "issue:43827|issue:43901", "issue:44206|issue:45584", "issue:43653|issue:44112", "issue:43450|issue:43493", "issue:45127|issue:45245", - "issue:43450|issue:43575", "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:43819|issue:44112", "issue:44561|issue:44779", - "issue:45290|issue:45381", "issue:44462|issue:44561", - "issue:37428|issue:43425", "issue:44610|issue:44857", - "issue:43819|issue:44112" + "issue:43262|issue:43450", + "issue:45290|issue:45381", + "issue:43278|issue:43825", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "c0e10bdfe1d619adf915ffea4906fd727b166ecc1fd42652a18405fbfbc2cdb1", + "prepared_review_unit_hash": "5248ea21fe2b151687a02f28e64b9529028e6767f488e97f00e390c43c8312e6", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37285, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "serialized_chars": 37348, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific bugs. The only tight subfamily is the multimodal chat-template path around `apply_chat_template` and assistant masks; the rest should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44521 is the best representative of the only clearly recurring subtopic here: multimodal chat-template handling. It has multiple nearby reports pointing at the same API surface and the strongest cross-references in this set.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with only a weak thematic overlap around v5 regressions and processor/model compatibility. I did not find any soft pair that clearly describes the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43824 is the strongest representative issue: it is a concrete, user-facing regression with substantial discussion and inbound references, and its title is specific enough to anchor the cluster better than the more niche or documentation-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most central issue in the cluster and the closest thing to a hub for the shared chat-template/multimodal regression reports.", + "best_issue_reason": "issue:43824 is the best single issue to keep as the cluster representative because it is a clear regression report with broad impact and strong external linkage, whereas most others are narrower model-specific failures or unrelated compatibility problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Different failures: tied-weight serialization/device-dependent save behavior vs LoRA merge collapse with extended vocab." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "One is a Janus image-generation test failure; the other is a stale `num_return_sequences` warning in paged generate." - }, - { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to chunked generation inconsistencies under compiled forward." + "reason": "Different failures: one is gradient growth with DeepSpeed ZeRO-3, the other is trainer.evaluate breaking after train. Not the same code-path bug." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import/export breakages in unrelated modules: flash-attention helper import vs Qwen2.5-VL class export." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLm config metadata loss is unrelated to a model-loading failure for `physical-intelligence/fast`." + "reason": "Both are import errors, but they involve different missing symbols and different modules; no evidence of the same underlying regression." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both affect labels, but one is distributed metrics gathering and the other is BeitImageProcessorFast label reduction." + "reason": "Both concern label handling, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast reduce_labels collapsing labels. Different components and symptoms." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing config field and meta-device loading are different regression classes with no shared code path." - }, - { - "left": "issue:43844", - "right": "issue:44936", - "accept": false, - "reason": "ZeRO-3 gradient growth during training is not the same bug as `trainer.evaluate()` failing after training." + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading failures are separate issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import/export issue and DeepSeek detokenization regression are unrelated." + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video-shape bug are separate multimodal issues." + "reason": "Processor.tokenizer access regression and batched video-shape bug are different processor-path problems." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other returns all-zero assistant masks; not the same concrete bug." + "reason": "Custom multimodal processor regression and offloading-with-quantization behavior are not the same bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability output issue and RT-DETR memory reclamation are unrelated." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." + "reason": "Both involve apply_chat_template, but one is a batched-input crash with padding=False while the other is incorrect assistant masks for multimodal inputs. Too different to merge as one bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model-specific problems." + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 producing bad results through AutoModel/pipeline." + "reason": "Different models and different failure modes: processor/tokenizer regression versus SigLIP2 output quality discrepancy." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "A DSA indexer discussion is unrelated to v5 removal of `is_torch_fx_available` breaking remote code." + "reason": "Training/eval dtype mismatch and Qwen3 MoE memory usage are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes." + "reason": "Both are tokenizer/audio related, but they describe different tokenizer classes and different failure modes." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities while the other is an implementation discrepancy against JAX; not identical." + "reason": "A DSA ReLU discussion and a v5 trust_remote_code breakage are unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + "reason": "This is the closest thematic pair, but zero probabilities on a specific SigLIP2 model and HF-vs-JAX implementation discrepancy are not clearly the same concrete bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they reference different removed/changed APIs and are not the same change." + "reason": "Both are documentation issues, but one is about pipeline removals for summarization/translation and the other is about TextClassificationPipeline return_all_scores behavior. Different docs targets." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LaserFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate bugs." + "reason": "Different audio bugs: unsupported feature-extractor argument versus empty-transcription generation failure." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI device-override test are unrelated." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device override issue are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video processor batched shape handling is not the same concrete bug as SigLIP2 HF vs JAX output mismatch." + "reason": "Batched video shape regression and SigLIP2 implementation discrepancy affect different subsystems and code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-embedding collapse and the 2^24 category limit error are unrelated." + "reason": "LoRA/tied-embedding collapse and category-count runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are separate bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct TP OOM are different problems." + "reason": "Video batch-shape bug and tensor-parallel OOM on Qwen2-57B are not the same issue." }, { "left": "issue:43819", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and `_get_feat_extract_output_lengths` behavior are unrelated helper/model issues." + "reason": "DAC forward mismatch and GraniteSpeech CI test flakiness are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking trust-remote-code is unrelated to DeepSeek tokenization regressions." + "reason": "Both are v5 regressions, but one is a removed helper breaking trust_remote_code and the other is a DeepSeek tokenizer behavior change. Different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated processor issues." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/chat-template adjacent, but one is a tool-call/content crash and the other is wrong vision position ids for Qwen2.5-VL video input." + "reason": "apply_chat_template tool-call crash and qwen2.5-vl vision_position_ids bug are different multimodal failures." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` and removal of `is_torch_fx_available` are unrelated API regressions." + "reason": "Embedding dtype mismatch and pipeline error-message regression are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are not the same bug." + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are different detection-training bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "OmDet-Turbo processor/model size mismatch and LwDetrImageLoss AMP crash are different issues." + "reason": "ImportError for a removed flash-attention symbol and torch 2.10 incompatibility are distinct compatibility issues." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to the GraniteSpeech stale CI test." + "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset are unrelated model-specific regressions." } ] }, @@ -7078,22 +7074,22 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:29127", "issue:29942", "issue:32090", + "issue:34689", + "issue:35141", "issue:37428", "issue:38175", "issue:39692", "issue:40444", - "issue:43262", - "issue:43278", "issue:43335", - "issue:43450", + "issue:43404", "issue:43504", "issue:43526", "issue:43550", @@ -7103,7 +7099,7 @@ "issue:43720", "issue:43723", "issue:43819", - "issue:43825", + "issue:43927", "issue:43931", "issue:44112", "issue:44292", @@ -7112,7 +7108,6 @@ "issue:44493", "issue:44554", "issue:44568", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -7122,278 +7117,301 @@ "issue:45200", "issue:45229", "issue:45310", - "issue:45381", + "issue:45372", "issue:45459", "issue:45478", "issue:45491", "issue:45520", + "issue:45563", "issue:45588", "issue:45593", + "issue:45698", "issue:45712" ], "soft_pairs": [ - "issue:43262|issue:43450", - "issue:44857|issue:45593", - "issue:43278|issue:43825", "issue:45200|issue:45588", "issue:43606|issue:45083", - "issue:44448|issue:44743", - "issue:45310|issue:45478", - "issue:37428|issue:44351", "issue:29942|issue:32090", "issue:43335|issue:43550", + "issue:45310|issue:45478", "issue:43611|issue:43931", "issue:39692|issue:43526", + "issue:37428|issue:44351", "issue:43819|issue:44493", - "issue:45200|issue:45381", + "issue:44292|issue:45520", + "issue:43404|issue:45200", "issue:43335|issue:43653", "issue:29127|issue:32090", - "issue:44292|issue:45520", "issue:44855|issue:45083", "issue:43335|issue:45083", - "issue:44448|issue:44779", "issue:39692|issue:44493", "issue:43335|issue:43504", "issue:43550|issue:44112", + "issue:44448|issue:44779", "issue:38175|issue:44493", "issue:44977|issue:45229", - "issue:43335|issue:45072", "issue:45459|issue:45712", + "issue:43335|issue:45072", "issue:40444|issue:43526", - "issue:43723|issue:44554", "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:43723|issue:44554", "issue:44568|issue:45491", - "issue:43720|issue:44112" + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:44857|issue:45072", + "issue:43927|issue:45698" ], - "prepared_review_unit_hash": "606cbfb1eb5b8d2c0f983023d00af15d20f050b204d01db463d2dea65452a51a", + "prepared_review_unit_hash": "b26ea722a2bf9cc24b1f8ccd0f5cbbf98653134dff775862ca48af8661cc790b", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36972, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38510, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, tokenizer regressions, CI failures, and error-message polish. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` reports (45310 and 45478).", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the cleanest canonical for the Qwen3.5 MoE `from_pretrained` regression; issue:45478 is effectively the same report with the same version and failure mode.", + "summary": "Most soft pairs are unrelated. The 45310/45478 pair is a strong likely duplicate because the titles are identical and both describe the same Qwen3.5 MoE `from_pretrained` failure, but there are no explicit links or shared targets, so this should be treated as a likely duplicate rather than a proven exact match.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and issue:45478 repeats the same title/topic with very similar symptoms, so 45310 is the best canonical issue choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue candidate because it is the strongest true duplicate in the set and has the clearest, most complete framing of the shared regression.", + "best_issue_reason": "issue:45310 is the strongest issue candidate because it appears to be the earliest report of the same bug and matches 45478 almost verbatim; it is the best representative for this likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate behavior and batched video shape output are different subsystems and different bugs." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE missing auxiliary losses." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to a pipeline translation-task error message." - }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` crash are unrelated code paths." + "reason": "Different bugs: Gemma 4 token-type defaults vs flash-attention `s_aux=None` crash." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Pegasus output drift across v4/v5 and Qwen recurrent-state reset are distinct model/regression issues." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE `from_pretrained` failure on the same Transformers version; near-exact duplicate report." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Missing flash-attention helper import and missing `HybridCache` import are unrelated import failures." + "reason": "Different runtime failures; only broad audio/feature-extraction similarity." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not share a concrete root cause." + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization and Bamba SDPA/torch.compile failure are separate model bugs." + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely duplicate: same title and same Qwen3.5 MoE `from_pretrained` failure report, even though there are no explicit links or shared targets." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "Both are loading-related, but they describe different concrete failures and code paths." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model mismatch and Beit fast processor label reduction bug are unrelated." + "reason": "SigLIP2 doc example errors are unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different missing symbols." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC `from_latents` mismatch and unexpected position-id keys affect different models and logic." + "reason": "DAC latent-decoding mismatch is unrelated to position-id key warnings." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen NVFP4 runtime error is not the same as the Python 3.13 `flash_attn` import/key error." + }, + { + "left": "issue:43404", + "right": "issue:45200", "accept": false, - "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and Qwen2.5-VL video position IDs are distinct multimodal bugs." + "reason": "Different model bugs: tied lm_head weights vs missing mm token type IDs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Sparse-layer construction and tokenizer special-token registration are distinct bugs." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box validation messaging and Trainer broadcast type handling are different issues." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import error are different failures." + "reason": "Different subsystems: LayoutLMv3 error messaging vs distributed broadcast type error." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 Python 3.13 import parsing bug and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Python 3.13 Deberta import parsing issue is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output are separate bugs." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus v4/v5 output change and Deepseek tokenizer regression are different model classes and failure modes." + "reason": "Only broad helper/config similarity; the concrete failures differ." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example issues are unrelated to position-id key warnings across many models." + "reason": "SigLIP2 example problems are not the same as unexpected position-id keys across models." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer config creation and Beit semantic-segmentation legacy-field loading are unrelated." + "reason": "Different model families and different failure modes." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/compile failure and GraniteSpeech stale CI override are not the same bug." + "reason": "Bamba SDPA/torch.compile failure is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and code paths." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different areas." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as generic unexpected position-id keys." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + "reason": "Flash-attention generation issue is unrelated to Gemma 4 multi-GPU OOM." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are different regressions." + "reason": "Tokenizer error handling with protobuf is unrelated to dummy-class leakage/check_repo failures." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer error suppression with protobuf missing and dummy-class leakage are unrelated maintenance bugs." + "reason": "Different dtype/model mismatch problems; not the same code-path bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image finetuning failure and Beit label reduction bug do not match." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Beit reduce_labels truncation." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + "reason": "Sparse-layer construction and D-FINE auxiliary-loss behavior are distinct bugs." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override drift." + }, + { + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched value-head dimensions." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mDeBERTa special-token addition regression and Gemma3 NaN embeddings are different tokenizer/model problems." + "reason": "MDeBERTa special-token handling and Gemma3 mixed-length NaNs are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation correctness under flash-attention is not the same as a stale warning for `num_return_sequences`." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and sink-less flash-attention crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different modules; not mergeable as one bug." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated CI/runtime issues." + "reason": "Both involve save/load, but one loses config token IDs and the other loads the wrong custom module." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft-edge pair is well supported by the packet: issue:45310 and issue:45478 have identical titles, matching version context, and very high similarity. The remaining pairs are reasonably treated as unrelated based on distinct titles/subsystems." + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the evidence around the 45310/45478 pair. The packet shows identical titles and high similarity, which supports a likely duplicate/canonical choice, but not an \"exact duplicate target\" or a proven \"only clear duplicate cluster\"\u2014there are no explicit links or shared targets. Please soften that wording and frame the duplicate claim as likely rather than certain." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7406,8 +7424,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7415,7 +7433,6 @@ "issue:29942", "issue:32090", "issue:33357", - "issue:34689", "issue:35141", "issue:37428", "issue:41720", @@ -7429,24 +7446,26 @@ "issue:43412", "issue:43421", "issue:43550", - "issue:43606", "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:44743", "issue:44857", - "issue:44977", "issue:44987", - "issue:45072", "issue:45083", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", @@ -7457,270 +7476,248 @@ "issue:45491", "issue:45520", "issue:45563", - "issue:45588", - "issue:45698" + "issue:45588" ], "soft_pairs": [ - "issue:34689|issue:35141", - "issue:44448|issue:44977", - "issue:43606|issue:44857", - "issue:44857|issue:45072", - "issue:43066|issue:44462", + "issue:43873|issue:44493", "issue:37428|issue:44987", - "issue:43927|issue:45698", - "issue:45372|issue:45588", - "issue:44977|issue:45563", "issue:43701|issue:45083", - "issue:43873|issue:44493", + "issue:43066|issue:44462", + "issue:43873|issue:45229", "issue:43412|issue:45588", "issue:43550|issue:45083", - "issue:43976|issue:45440", - "issue:29942|issue:35141", - "issue:43873|issue:45229", - "issue:45245|issue:45563", "issue:43278|issue:43329", - "issue:32090|issue:33357", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43976|issue:45440", "issue:45372|issue:45406", + "issue:32090|issue:33357", "issue:41720|issue:45229", "issue:43065|issue:43994", "issue:45372|issue:45459", - "issue:43065|issue:45412", "issue:44448|issue:44466", + "issue:43065|issue:45412", "issue:44451|issue:45520", - "issue:44857|issue:45588", "issue:25251|issue:32090", "issue:43653|issue:44743", + "issue:44857|issue:45588", "issue:43278|issue:43381", "issue:43994|issue:45412", + "issue:44186|issue:45198", "issue:42915|issue:42994", - "issue:43421|issue:45491" + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "07122f36f586995da96b9f3f8aad0ad769d99182c538743bc5f796a14fe447b3", + "prepared_review_unit_hash": "9d5375e2912208a5237ebd0fb853ce9e956d46ebfdfbb6a88b68650c781ae33e", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37552, - "estimated_input_tokens": 9388, - "estimated_eval_tokens": 19032 + "soft_pair_count": 30, + "serialized_chars": 36707, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, model loading, attention kernels, quantization/offloading, Gemma/Qwen/CLIP/RT-DETR, and training/eval behavior. None of the soft pairs look like the same underlying bug or change, so all are rejected. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the most central/open report by discussion and inbound references, so it is the best anchor for the cluster, even though the cluster itself is not a true duplicate set.", + "summary": "These are mostly unrelated bug reports across different models and subsystems; none of the soft pairs look like the same underlying issue closely enough to merge. No PRs are present in the cluster.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest, most active open report in the set, with the strongest discussion/inbound-reference signal around quantization/offloading behavior, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable single representative because it is active, broadly framed, and has the strongest engagement signal among the items.", + "best_issue_reason": "issue:43873 is the most general and actionable issue here; it describes a reusable framework-level bug rather than a model-specific symptom, and it has the most evidence of ongoing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Different failures: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Both are output regressions, but on different models and different code paths (Pegasus v4/v5 mismatch vs Qwen3.5 flash-attention generation)." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "One is a CPU-offload device mismatch in CI, the other is an AMP float16 CUDA crash in a loss module." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/CUDA issues, but they involve different models and distinct bugs." - }, - { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Both concern tokenizer behavior, but one is decoder type handling in v5 and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + "reason": "Quantization/offloading behavior is unrelated to a position-id key mismatch; different symptom and code path." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Unrelated flash-attention/import error versus a model-loading failure in transformers>=5.1.0." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both are save/load related, but one loses custom token IDs and the other loads the wrong custom module; different failure modes." + "reason": "Flash Attention import failure and model-loading failure are different problems; no shared concrete bug." }, { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import/load breakage vs a flash_attention crash on s_aux=None; different code paths." - }, - { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs a stale warning about num_return_sequences in paged generate()." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the feature-length helper behavior in qwen3_omni_moe." + "reason": "Tokenizer decoder type regression is distinct from AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:43873", - "right": "issue:44493", + "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading bug versus unexpected position-id keys; no shared underlying cause." + "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM are not the same bug." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export/unsupported op issue is unrelated to the flash_attention s_aux=None crash." + "reason": "Executorch export issues are unrelated to a flash_attention runtime AttributeError." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile + SDPA failure for Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-length logic." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length logic." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Python version compatibility issue versus a DeepSeekV3MoE divergence bug." + "reason": "Embedding dtype drift and multimodal token-count video-branch bugs are different code paths." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Category-count runtime limit and a stale generate() warning are not the same failure." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM are different problems." + "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Category-cardinality limit error is unrelated to a stale generate warning." + "reason": "Python version compatibility and DeepSeekV3MoE divergence are separate issues." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to undefined variables in multimodal token counting." + "reason": "A missing import of ReasoningEffort and a Gemma4Processor missing _tokenizer are different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error on a CLIP model are distinct failures." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both involve Gemma4 loading, but one is an ImportError from mistral_common and the other is a missing _tokenizer attribute in serve." + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are not the same underlying defect." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-mapping assertion failure is not the same as Gemma4 multi-GPU OOM." + "reason": "Qwen3 device-mapping CUDA assert is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d issue is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import breakage is unrelated to tokenizer exception masking when protobuf is absent." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different bugs." + "reason": "Missing ReasoningEffort import and protobuf exception masking are separate tokenizer-loading problems." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different serialization/output regressions affecting different models and code paths." + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are different symptoms." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Different crash sites: one in loss computation under AMP, the other in flash_attention handling of sink-less models." + "reason": "ScandiBERT loading failure and flash_attn KeyError on Python 3.13 are different causes." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType handling." + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to recurrent-state reset in qwen3_5 modular code." + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None crash are separate code paths." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing from BF16 to FP32." + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval behavior do not share the same defect." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated." + "reason": "Siglip2 inference quality issue and RT-DETR garbage-collection leak are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer pipelines." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization-related bugs, not the same issue." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are not the same bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are unrelated issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the qwen video-input regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute failure and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." } ] }, @@ -7739,8 +7736,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -7762,281 +7759,270 @@ "issue:43334", "issue:43381", "issue:43388", + "issue:43441", "issue:43526", "issue:43531", "issue:43653", "issue:43701", "issue:43756", + "issue:43761", "issue:43824", "issue:43931", + "issue:43994", + "issue:44079", "issue:44186", "issue:44206", - "issue:44265", "issue:44279", - "issue:44361", "issue:44442", "issue:44464", - "issue:44479", "issue:44610", "issue:44857", "issue:44871", "issue:44977", "issue:45072", "issue:45103", - "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45491", + "issue:45588", "issue:45593" ], "soft_pairs": [ - "issue:44186|issue:45198", - "issue:44361|issue:45198", - "issue:44206|issue:44479", - "issue:43756|issue:45440", "issue:44871|issue:44977", - "issue:44265|issue:45198", "issue:43257|issue:43278", + "issue:43756|issue:45440", "issue:29942|issue:30064", "issue:44610|issue:45412", "issue:29127|issue:34567", - "issue:45440|issue:45593", - "issue:32090|issue:33290", "issue:45103|issue:45372", + "issue:32090|issue:33290", "issue:33357|issue:39692", "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:45072|issue:45229", + "issue:43526|issue:44186", "issue:43381|issue:43701", - "issue:43334|issue:43531", "issue:43653|issue:44442", - "issue:43526|issue:44186", + "issue:43334|issue:43531", "issue:29942|issue:36010", - "issue:44464|issue:45491", "issue:44977|issue:45245", - "issue:29127|issue:33357", + "issue:44464|issue:45491", "issue:42915|issue:43931", + "issue:29127|issue:33357", "issue:29127|issue:35141", "issue:43232|issue:43388", + "issue:43262|issue:44206", "issue:43526|issue:44857", - "issue:43262|issue:44206" + "issue:44442|issue:45072", + "issue:43441|issue:45588", + "issue:43526|issue:43994", + "issue:43761|issue:44079" ], - "prepared_review_unit_hash": "2fa5a93635597d7547e896421b0481a3b572bbfb26af35978797d48dd40ea6a1", + "prepared_review_unit_hash": "413034eb6fb73be2312d7a6072b187bdd54b646d9f3302897a79554f18b8bed4", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35923, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 36494, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the issues span unrelated model, tokenizer, training, generation, and docs regressions. All soft edges are superficial similarity and should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many unrelated bugs and none are the clear duplicate target.", - "canonical_pr_reason": "No PRs are present in the provided items.", - "best_issue_reason": "No issue is a good global representative because the set is heterogeneous and the soft edges are not true duplicates.", - "best_pr_reason": "No PRs are present in the provided items.", + "summary": "No soft pair looks like the same underlying bug/change; the items are mostly unrelated issues that only share broad subsystem keywords. There is no clear canonical issue/PR for this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue stands out as canonical because the set spans many different models, components, and failure modes, and none of the soft-linked pairs appears to be a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: the cluster is too heterogeneous to pick a representative duplicate target with confidence.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "Different models and failure modes: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "Unrelated tokenizer bugs affecting different models and code paths." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Audio feature extractor center-arg crash is unrelated to Qwen video input regression." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Both are model-parity bugs, but on different architectures with different concrete defects and fixes." - }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." + "reason": "Both involve generation-related settings, but one is an eos_token_id config inconsistency and the other is a flash-attention generation failure for a different model." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "torch.export failure via torch_compilable_check is not the same bug as Wav2Vec2 tokenization/save issues." + "reason": "Different bugs: Qwen3 MoE weight conversion under accelerate/deepspeed versus an embedding dtype mismatch during evaluation." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different problems: deepspeed weight conversion vs embedding dtype drift during evaluation." + "reason": "Both mention MoE model behavior, but they concern different models and different divergence problems." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Flash Attention test failures and void segmentation map processing are unrelated bugs." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor size mismatch and model memory leak are different code paths and symptoms." + "reason": "Processor/model input-size mismatch is not the same as a memory release / garbage-collection issue." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to TrainerState token counter updates." + "reason": "LayoutLMv3 error messaging and TrainerState token-count updating are unrelated." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "DeepSeekV3 parity divergence is not the same issue as D-FINE auxiliary-loss behavior." + "reason": "auto_docstring annotation handling is unrelated to the mistral_common ReasoningEffort import failure." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Both involve training/deepspeed, but one is a NoneType broadcast error and the other is an optimizer OOM." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to a mistral_common import error." + "reason": "NoneType broadcast in Trainer and Adafactor OOM under deepspeed are different failure modes." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different model families and failures: MacOS bus error vs docs example mismatch/quantization problem." + "reason": "MacOS bus error in CLIP loading and SigLIP2 documentation example errors are not the same bug." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing Qwen2_5_VL export is not the same as a vague dependency issue." + "reason": "A specific Qwen2.5-VL import error is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "Bfloat16 dtype mismatch in inference is unrelated to multi-GPU CUDA OOM." + "reason": "Inference dtype mismatches are unrelated to a multi-GPU CUDA OOM." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash affect different code paths." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are different bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Both are Qwen3-related, but one is a missing pad_token_id load failure and the other is a sliding_window generation bug." + "reason": "Gradient-checkpointing-in-eval and resume_from_checkpoint key mismatch are different training workflow issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue is unrelated to FastSpeech2ConformerTokenizer loading failure." + "reason": "Tokenizer special-token registration and AutoTokenizer loading failure are distinct problems." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "BEiT label reduction bug and LayoutLMv2 tokenizer crash are different subsystems and errors." + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to a sliding_window issue in Qwen3-MoE." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import regression." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 mixed-length NaN embeddings." + "reason": "Failing Flash Attention 2 tests and GenerationMixin import error are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." + "reason": "Flash-attention generation behavior and the 2^24 category limit are completely different issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error share no concrete code path." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to NaN embeddings from sliding-window attention." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and post_init embedding reinitialization are unrelated." + "reason": "LayoutLMv3 validation messaging and embedding reinitialization after resize are different bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics label dropping are separate trainer behaviors." + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and a feature-extractor unsupported-argument crash are different processors." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Label reduction in BEiT processor is unrelated to LwDetrImageLoss AMP crashes." + "reason": "Beit label-reduction bug and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Flash-attention CI failures are not the same as the GenerationMixin import error." + "reason": "Tokenizer loading failure and dtype mismatch inference are different code paths and symptoms." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different generation bugs with different triggers: compiled forward vs sliding-window/all-padding NaNs." + "reason": "Both mention flash attention, but the model-specific failure in Ministral is not the same as the sink-less s_aux=None crash." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43526", + "right": "issue:43994", "accept": false, - "reason": "No shared underlying defect; one is flash-attention generation, the other a categories cardinality limit." + "reason": "Label reduction in BeitImageProcessorFast is unrelated to SigLIP2 nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel losing hidden_states and ModelOutput key assignment with None are different bugs." } ] }, @@ -8055,8 +8041,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8069,24 +8055,23 @@ "issue:42907", "issue:43316", "issue:43381", - "issue:43441", "issue:43452", "issue:43493", "issue:43525", - "issue:43526", "issue:43550", "issue:43575", "issue:43611", + "issue:43643", "issue:43646", "issue:43701", "issue:43723", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44079", "issue:44188", "issue:44206", "issue:44387", @@ -8095,9 +8080,9 @@ "issue:44743", "issue:44811", "issue:44898", + "issue:44913", "issue:44977", "issue:45003", - "issue:45072", "issue:45216", "issue:45290", "issue:45372", @@ -8110,246 +8095,238 @@ "issue:45698" ], "soft_pairs": [ - "issue:43441|issue:45588", - "issue:44442|issue:45072", - "issue:43761|issue:44079", - "issue:43526|issue:43994", - "issue:43723|issue:45479", - "issue:45003|issue:45440", "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43723|issue:45479", "issue:43452|issue:45588", - "issue:43316|issue:43525", - "issue:43575|issue:43701", "issue:43646|issue:44077", "issue:45588|issue:45600", - "issue:44479|issue:45290", + "issue:43575|issue:43701", "issue:44977|issue:45584", + "issue:43316|issue:43525", "issue:43761|issue:44188", - "issue:43931|issue:45216", + "issue:44479|issue:45290", "issue:43575|issue:44387", + "issue:43931|issue:45216", "issue:42907|issue:45698", + "issue:43873|issue:45588", "issue:43994|issue:44206", "issue:39692|issue:45491", - "issue:43873|issue:45588", "issue:34689|issue:43611", "issue:33290|issue:34567", "issue:44442|issue:44898", "issue:43493|issue:43827", - "issue:33290|issue:34689", + "issue:44077|issue:44479", "issue:43381|issue:43873", - "issue:33290|issue:35141", "issue:43550|issue:44743", - "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43749|issue:43931", + "issue:43643|issue:44913", "issue:41628|issue:45372" ], - "prepared_review_unit_hash": "40cce5b227b4e34d2d496125b56acd7a45a3567fe04a043a2d54d28851e24af0", + "prepared_review_unit_hash": "aa4374ab0d3a928aa3c8f1ed9deedb12bf75001031e9e6086e6016303dcda186", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37063, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated loading, generation, quantization, config, and docs regressions. None of the soft edge candidates look like true duplicates, so no mergeable pair stands out.", - "confidence": 0.82, - "canonical_issue_reason": "No clear canonical issue; the set is too mixed to act as a true duplicate umbrella.", + "summary": "This cluster is mostly false-positive similarity matches across unrelated Transformer issues. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the cluster is too heterogeneous to collapse into one bug.", "canonical_pr_reason": null, - "best_issue_reason": "If forced, issue:43873 is the broadest active report, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "issue 45003 is the broadest open infrastructure regression here, but it is still not a duplicate representative of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 v5 RC failure and the other is a sink-less attention AttributeError; different bugs." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure vs dtype-mismatch inference bug; unrelated code paths." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIP hidden_states regression is model-specific; ModelOutput key assignment is a separate data-structure bug." - }, - { - "left": "issue:43526", - "right": "issue:43994", - "accept": false, - "reason": "BEiT label-reduction bug and SigLIP2 nonsensical outputs are different issues." - }, - { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the zero-loss classification bug." + "reason": "Different features and code paths: Qwen3.5 recurrent-state reset vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths." + "reason": "Unrelated problems: unsafe sys.modules access in modeling_utils vs DeepSeekV3MoE implementation divergence." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Qwen recurrent-state reset and Whisper batch_decode token handling are unrelated." + "reason": "Tokenizer loading regression in v5 vs zero-loss classification bug across sequence-classification models." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file loading breakage is not the same as the flash_attention sinkless-model crash." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Config API mismatch and missing pad_token_id are separate model-config issues." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are unrelated." + "reason": "GGUF loading path failure is unrelated to flash_attention.py crashing on sink-less models." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model init regression is broader, but not the same bug as patchtsmixer's post_init policy issue." + "reason": "Both touch model initialization, but one is a broad v5 custom-model init break and the other is a patchtsmixer post_init policy issue." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "FlashAttention crash vs stale auto_mappings reference; different failures." + "reason": "Flash-attention s_aux handling and auto_mappings stale config references are distinct bugs." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are distinct bugs." + "reason": "Tensor-parallel OOM when loading a model is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure are unrelated." + "reason": "Different model families and failures: Qwen3.5 flash-attention generation vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output bug is not the same as attention-kernel divergence under torch.compile." + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are different regression modes." + "reason": "Video-input regression in Qwen VL models is not the same as chat template tool-call handling." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM and int4 reserved-memory growth are both OOMs but not the same concrete cause." + "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load is not the same as a bad save_pretrained checkpoint in Qwen3.5." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized save failure and wrong custom-module load after save are separate save/load bugs." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to flash_attention.py's s_aux=None AttributeError." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 wrong outputs and feature-extractor center-arg crash are unrelated." + "reason": "SigLIP2 nonsense outputs with AutoModel/pipeline do not share a concrete code path with LasrFeatureExtractor's unsupported center arg." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 docs/model mismatch and Gemma3 NaN embeddings are different problems." - }, - { - "left": "issue:43873", - "right": "issue:45588", - "accept": false, - "reason": "Quantized offloading behavior and flash_attention AttributeError are not the same bug." + "reason": "Docs example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but with different triggers and failure modes." + "reason": "Model-loading breakages, but one is Llama 3.2 vision loading and the other is base_model_prefix handling in Transformers 5.0." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/DeepSpeed OOM and TrainerState token counter stagnation are unrelated." + "reason": "OOM with Adafactor/Deepspeed and TrainerState token-count tracking are unrelated trainer bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver interpolation/classification failure are distinct." + "reason": "AutoTokenizer failure for one tokenizer class is unrelated to Perceiver non-default-resolution interpolation failure." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and stale pipeline docs are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy and docs still using pipeline() are different areas entirely." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Training OOM and Llama vision model-loading regression are unrelated." + "reason": "Patchtsmixer post_init policy and Qwen VL video-input regression are not the same underlying bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is different from quantization offloading behavior." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime issues." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "PatchTSTMixer post_init policy and Qwen video-input regression are unrelated." + "reason": "Bamba torch.compile SDPA failure is unrelated to Qwen3.5 recurrent state reset in modular_qwen3_5.py." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "AutoImageProcessor import error and ReasoningEffort import error from mistral_common are separate dependency issues." + "reason": "OOM under Adafactor/Deepspeed and Llama 3.2 model-loading failure are unrelated." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: optimizer OOM vs embedding resize reinitializing output embeddings." + }, + { + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 and Qwen3.5 recurrent-state reset are unrelated bugs." + "reason": "FSDP CPU RAM efficient loading regression is not the same as Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and GPTNeoX rotary_pct not persisting are distinct config-serialization bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Gemma 4 processor loading failing on ReasoningEffort are separate import/dependency issues." } ] }, @@ -8368,8 +8345,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8380,6 +8357,7 @@ "issue:33290", "issue:34689", "issue:36010", + "issue:36331", "issue:41950", "issue:42175", "issue:43065", @@ -8391,249 +8369,248 @@ "issue:43441", "issue:43475", "issue:43540", - "issue:43643", + "issue:43550", "issue:43673", "issue:43688", + "issue:43701", "issue:43716", "issue:43720", "issue:43742", - "issue:43749", "issue:43761", "issue:43825", "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", "issue:44855", "issue:44871", "issue:44877", - "issue:44913", "issue:45127", "issue:45137", "issue:45200", - "issue:45584", - "issue:45656" + "issue:45584" ], "soft_pairs": [ - "issue:43643|issue:44913", "issue:44190|issue:44496", "issue:43720|issue:44442", - "issue:43749|issue:43931", "issue:43873|issue:44871", - "issue:44855|issue:45137", - "issue:33290|issue:45656", "issue:34689|issue:36010", + "issue:33290|issue:36331", "issue:43381|issue:43856", - "issue:43316|issue:44877", + "issue:44855|issue:45137", "issue:43673|issue:44743", + "issue:43316|issue:44877", + "issue:43404|issue:43441", "issue:43540|issue:44514", - "issue:44162|issue:44792", "issue:42175|issue:43316", - "issue:43404|issue:43441", - "issue:43381|issue:43742", + "issue:44162|issue:44792", "issue:41950|issue:43475", "issue:43316|issue:43716", - "issue:16998|issue:22355", - "issue:25251|issue:28282", "issue:43388|issue:43688", + "issue:43381|issue:43742", + "issue:25251|issue:28282", + "issue:16998|issue:22355", "issue:43295|issue:43825", - "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:44077|issue:44534", "issue:44871|issue:45584", "issue:45127|issue:45200", - "issue:43761|issue:44479" + "issue:43065|issue:44617", + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "ebaf08cfc1b275d535c8ac899da5bbfb060ccb4e10326c7b58fb8285b549cf3a", + "prepared_review_unit_hash": "3446a728c88a826fb92ed97389edd2f9c5205a254c76ae324eca7ac4c16c5d4b", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35386, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 + "serialized_chars": 35378, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "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 bug reports. None of the soft pairs look like true duplicates; they only share broad themes such as loading, generation, or model-specific regressions.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43873 is the most active and broadly phrased current issue in the set, with strong discussion/references and a user-facing runtime behavior problem.", + "summary": "This cluster is mostly a bag of unrelated Transformers issues: model-loading regressions, pipeline quirks, config/API mismatches, and training/runtime bugs. None of the soft-similarity pairs look like the same underlying defect or the kind of pair that could be merged into one issue/PR.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest active runtime-facing issue in the set and has the strongest discussion/inbound signal, so it is the best single anchor if one representative issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative of the cluster\u2019s highest-signal, currently active problem area, even though the cluster itself is not cohesive.", + "best_issue_reason": "issue:43873 is the most general open issue here; if a single issue must represent the cluster, it is the likeliest triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Both involve config/loading behavior, but one is about trust_remote_code dropping fields and the other about a GPTNeoX config field reverting on reload; different bugs and code paths." - }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "These are unrelated: local dataset loading in a trainer script versus unrecognized model/config loading for a specific model repository." + "reason": "Local dataset loading in a script and an unrecognized-model config error are different failure modes in different code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading for BitNet and AutoTokenizer failing to load a tokenizer are different components and failure modes." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are separate model-loading bugs with no shared code path evident." + "reason": "Packed-weight unpacking during Accelerate loading is unrelated to AutoTokenizer failing to load a FastSpeech2 tokenizer." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 EOS token config mismatch are unrelated; only the general model-configuration context overlaps." + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate bugs." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque underflow are distinct runtime errors in different subsystems." + "reason": "A model-loading regression for Llama 3.2 vision is not the same as an import error for GenerationMixin." }, { "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed/optimizer stepping, but one is an OOM with Adafactor and the other is a double-step call bug; not the same underlying defect." - }, - { - "left": "issue:34689", - "right": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both are version-related import/loading regressions, but one is Llama 3.2 vision model loading and the other is a GenerationMixin import path issue." + "reason": "OOM with Adafactor+DeepSpeed and a CustomTrainer signature mismatch are unrelated training issues." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and MoE memory inefficiency are different training-time issues with different root causes." + "reason": "Eval-mode gradient checkpointing failure and MoE memory usage are different runtime problems." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and strict config preventing granite_speech loading concern different config classes and behaviors." + "reason": "Python 3.13 torch.jit parse/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "A missing GenerationMixin cache in v5 chunked_prefill and Qwen3.5 recurrent states resetting are separate generation-state bugs." + "reason": "A missing GenerationMixin cache in v5 chunked prefill is not the same as Qwen recurrent state reset with cache." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Qwen2_5_VLProcessor chat-template batching are different preprocessing paths and errors." + "reason": "Gemma3TextConfig API inconsistency and strict granite_speech config loading are distinct config/schema issues." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific issues." + "reason": "Tied lm_head weights in Mistral3 and FlashAttention failures in Ministral-3 are different model-specific bugs." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Missing TensorFlow backend in a torch extra install and Gemma3TextConfig API discrepancy are not the same bug." + "reason": "Video-input validation in Qwen3OmniMoe and batched chat-template padding behavior in Qwen2_5_VL are separate processor issues." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are different model implementation problems." + "reason": "Missing TensorFlow from a torch-only install and Gemma3TextConfig API differences do not describe the same defect." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Eval-mode gradient checkpointing and a key error loading MobileLLM-125M are unrelated." + "reason": "ESM2 model breakage and a janus generate-images test failure are unrelated model/test problems." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different pipeline/model issues." + "reason": "A pipeline selecting image processors for video-classification is unrelated to a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate model-family regressions." + "reason": "Config API discrepancy and image preprocessor/model dtype mismatch are different classes of bug." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated, with no shared failure mode." + "reason": "Incorrect gather_for_metrics label trimming and auxiliary-loss normalization are not the same underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a key error while loading MobileLLM are separate issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch are completely different issues." + "reason": "top_k changing pipeline output shape and AutoModel missing PyTorch are unrelated pipeline/import problems." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in OLMoE/GPT Oss are different training/evaluation bugs." + "reason": "A model_max_length question for DeBERTa-V3 is not the same as a missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A regression around processor.tokenizer/image passing and a misleading pipeline translation error message are separate v5 UX regressions." + "reason": "processor.tokenizer / image-to-tokenizer regression and a misleading translation-task error message are different pipeline regressions." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states being None and a broad v5 video-input regression across Qwen variants are distinct bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different SAM3 problems, one architectural and one capacity-related." + "reason": "patchtsmixer post_init policy and non-persistent buffer junk values in v5 are unrelated implementation issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS token id inconsistency in Gemma-3 and Whisper empty-transcription failure after align_special_tokens are unrelated tokenizer/generation issues." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after token alignment are not the same defect." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are distinct fine-tuning/config bugs." + "reason": "LoRA merge collapse with extended vocabulary and Gemma 4 missing mm_token_type_ids defaulting are different model behaviors." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and CUDA OOM in Sam3Video are separate SAM3 issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and code paths." + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated bugs." } ] }, @@ -8652,8 +8629,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8663,8 +8640,8 @@ "issue:42617", "issue:43065", "issue:43295", + "issue:43388", "issue:43452", - "issue:43550", "issue:43575", "issue:43606", "issue:43646", @@ -8676,7 +8653,7 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44077", + "issue:44079", "issue:44190", "issue:44242", "issue:44464", @@ -8688,264 +8665,257 @@ "issue:44617", "issue:44734", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44933", "issue:44936", "issue:44964", "issue:44977", - "issue:45127", "issue:45245", "issue:45290", - "issue:45357", "issue:45362", "issue:45381", "issue:45406", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45698" ], "soft_pairs": [ - "issue:44077|issue:44534", - "issue:43550|issue:43701", - "issue:43295|issue:44871", - "issue:43606|issue:43701", "issue:44734|issue:45406", + "issue:43606|issue:43701", + "issue:43295|issue:44871", "issue:44936|issue:45698", - "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:43931|issue:44060", + "issue:43646|issue:44913", "issue:43575|issue:43742", - "issue:43761|issue:44242", "issue:42617|issue:43575", + "issue:43931|issue:44060", + "issue:43761|issue:44242", "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:41720|issue:43575", - "issue:44521|issue:45381", "issue:32090|issue:35141", - "issue:43906|issue:45290", - "issue:44933|issue:45362", + "issue:44521|issue:45381", "issue:44479|issue:44734", - "issue:43065|issue:44610", "issue:44464|issue:44871", - "issue:44792|issue:44977", + "issue:43065|issue:44610", "issue:43827|issue:43994", + "issue:44933|issue:45362", + "issue:43906|issue:45290", + "issue:44792|issue:44977", "issue:44464|issue:45563", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:41720|issue:45245", + "issue:44190|issue:44964", "issue:44792|issue:45600", - "issue:45127|issue:45357" + "issue:43388|issue:44079", + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "f0ad31e5b003c18488d4d39b06378cb6468616647641423a4299720f10f4f2d5", + "prepared_review_unit_hash": "ea8380c683296a3204cdead15fede89bea38904a47dbf1650a0e5f17744e19f9", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36576, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 29, + "serialized_chars": 36389, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks mostly heterogeneous: the soft-paired items share broad Hugging Face/Transformers vocabulary, but they describe different bugs, models, and code paths. I would reject all soft edges; none appear to be the same underlying fix. There is no perfect canonical issue, though one broad v5/custom-init regression is the closest umbrella.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (Transformers 5.0.0 breaking custom model initialization) and is the closest fit to the cluster\u2019s recurring load/save/init regression theme.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs across training, loading, multimodal, config, and serving paths. None of the soft pairs look like the same underlying issue, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug reports in different code paths and subsystems, so there isn't a single duplicate target for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best standalone representative because it is concrete, broadly framed, and closer to the common regression pattern than the more specialized model-specific reports.", + "best_issue_reason": "issue:44521 is the most active/referenced open report in the set, so it's the best representative issue for triage, but not a duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different failures: optional post_init policy in patchtsmixer vs non-persistent buffer initialization corruption. No shared code path." + "reason": "Different failures: KV-cache continuation tensor indexing vs missing `_tokenizer` on `Gemma4Processor`." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor/tokenizer API regression; the other is an eos_token_id config inconsistency. Different bugs." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resumption key mismatches." + "reason": "One is a v4.57.5 processor/tokenizer regression; the other is an eos_token_id config inconsistency." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "`trainer.evaluate()` after training vs wrong custom module loaded after save/load are different bugs." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Trainer train/evaluate lifecycle issue is not the same as wrong custom module loading after save_pretrained." + "reason": "GGUF loading breakage and missing `model_type` config errors are distinct model-loading issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage and GPTNeoX rotary_pct reload default are distinct configuration bugs." + "reason": "Custom model initialization regression and GPTNeoX `rotary_pct` reload behavior are different code paths." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "gguf_file loading regressions and missing model_type config errors both affect loading, but they are different failure modes and code paths." + "reason": "Tensor-parallel OOM on a large Qwen model is unrelated to a key error loading MobileLLM." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning miswiring." + "reason": "`3d_parallel.py` runtime failure is not the same as Qwen tensor-parallel OOM." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "TP OOM on Qwen2-57B is not the same as a key error loading MobileLLM-125M." + "reason": "Weight-shape mismatch while loading Qwen3-VL is different from a bad tied-weights warning in Qwen3-Next." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and load-balancing loss omission are unrelated model behaviors." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py run failure is too different from TP OOM on a specific Qwen model." + "reason": "CLIPVision hidden_states regression and MoE load-balancing-loss omission are unrelated." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated." + "reason": "Sam3Video CUDA OOM is not the same as Whisper empty-transcription handling." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate is not the same issue as Whisper failure after align_special_tokens." + "reason": "A stale warning for `num_return_sequences` is unrelated to Whisper generation on empty output." }, { "left": "issue:41720", "right": "issue:43575", "accept": false, - "reason": "Auto device mapping cudaErrorAssert differs from a tensor-parallel OOM." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Assistant mask generation for multimodal chat templates is not the same as qwen2.5-vl video position-id errors." + "reason": "Auto device-mapping cuda assert and tensor-parallel OOM are separate load-time problems." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to output embedding reinitialization after resizing token embeddings." + "reason": "Trainer `_gpu_broadcast_one` NoneType error and token-embedding resize reinitialization are different bugs." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "One is a reduced reproduction of an older issue; the other is a specific apply_chat_template crash on tool-call assistant messages. Not clearly the same bug." + "reason": "All-zero assistant masks in multimodal chat templates and wrong video `vision_position_ids` are not the same defect." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Missing import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "Video-input regression across Qwen VL variants and serve KV-cache indexing crash are different failures." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Video input regression for Qwen VL models and serve KV-cache indexing are different code paths and symptoms." + "reason": "Compiled-forward chunked-generation inconsistency is unrelated to Gemma eos token configuration." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Dummy `Conv2d` in Sam3PixelDecoder and processor/model image-size mismatch are different issues." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id config mismatch." + "reason": "Docs still referencing `pipeline()` and nonsensical SigLIP2 outputs are not the same bug." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of another issue and a tool-call `apply_chat_template` crash do not clearly match the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as siglip2 AutoModel/pipeline output corruption." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency and stale warning emission are different generation bugs." + "reason": "Compiled-forward inconsistency and stale paging warning are unrelated generation issues." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk filling and rotary_pct reload fallback are unrelated initialization/config persistence problems." + "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoX config reload behavior." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Local dataset loading in a no-trainer script is unrelated to Phi-4 multimodal model loading." + "reason": "Qwen3 auto device-mapping cuda assert and category-count overflow are unrelated." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a categories-limit runtime error do not share a code path." + "reason": "Local dataset loading in no-trainer image classification is unrelated to loading Phi-4 multimodal." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and auto_mappings.py stale config references are separate CI/model issues." + "reason": "Janus image-generation failure and stale auto-mapping references to removed configs are different problems." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Dropped labels in `gather_for_metrics` and `ModelOutput` key assignment with prior `None` are different defects." + }, + { + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys being saved." + "reason": "Python 3.13 import parsing failure in DebertaV2Model and flash-attention `s_aux=None` crash are unrelated." } ] }, @@ -8964,8 +8934,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -8980,7 +8950,6 @@ "issue:43116", "issue:43295", "issue:43335", - "issue:43388", "issue:43404", "issue:43479", "issue:43540", @@ -8996,7 +8965,6 @@ "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44279", "issue:44466", "issue:44561", @@ -9006,265 +8974,259 @@ "issue:44855", "issue:44913", "issue:44938", - "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", "issue:45375", + "issue:45406", "issue:45446", "issue:45542", "issue:45584", - "issue:45588", "issue:45600", "issue:45632" ], "soft_pairs": [ - "issue:43388|issue:44079", - "issue:44855|issue:45588", - "issue:44938|issue:45542", "issue:43761|issue:44743", - "issue:43976|issue:44855", - "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:44938|issue:45542", "issue:44077|issue:44079", + "issue:43335|issue:44855", + "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:43644|issue:44913", - "issue:43540|issue:44734", "issue:43650|issue:44220", - "issue:45276|issue:45584", + "issue:43540|issue:44734", "issue:43116|issue:44190", + "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:39692|issue:44190", "issue:41950|issue:44016", + "issue:43404|issue:45216", + "issue:45245|issue:45584", "issue:43295|issue:45276", "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:43404|issue:45216", - "issue:45245|issue:45584", "issue:44734|issue:45632", - "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:44561|issue:45632", + "issue:44016|issue:44220", "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44016|issue:44220", - "issue:44561|issue:45632", - "issue:44186|issue:44734", + "issue:36246|issue:38617", "issue:42175|issue:44279", "issue:44466|issue:44913", - "issue:44246|issue:45003" + "issue:45406|issue:45632" ], - "prepared_review_unit_hash": "49ea39be2d946fff87531c3f3e1f2fb2f83cf5a9ef54be27cdbbe232a7bc253b", + "prepared_review_unit_hash": "4db47491320f0fd4c25a68be936d098e4b5c6ba09b29aeccff92332680ebf654", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37121, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose Transformers issue cluster with many unrelated bugs/regressions. The soft-similarity links are mostly superficial (same subsystem or both are runtime/import problems), but they do not share the same concrete code path, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated failures in import paths, config serialization, pipelines, tokenizers, multimodal models, and CI/docs.", + "summary": "The suggested soft links are mostly false positives: these issues span unrelated import errors, model/config regressions, docs/example bugs, CI failures, and serve/runtime crashes. No single underlying bug clearly unifies the set.", + "confidence": 0.97, + "canonical_issue_reason": "No real duplicate cluster emerges here; issue 43116 is the best standalone representative because it has the most discussion and a concrete, reproducible failure in a user-facing script.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the broadest open core-runtime bug in the set, but it is still not a reliable representative of the cluster as a whole.", + "best_issue_reason": "Issue 43116 is the most actionable report in the set: clear symptom, explicit example script, and multiple comments/inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:44079", + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: metric-gathering label truncation vs ModelOutput key assignment from None values." + "reason": "Different models and failures: CLIPVision hidden-states regression vs Qwen3.5 recurrent-state reset in cache handling." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + "reason": "Both involve Qwen3.5, but one is LoRA/tied-weights collapse after merging while the other is incorrect visual-encoder key serialization on save_pretrained." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are runtime issues, but one is Python 3.14 import/load failure and the other is missing TensorFlow backend wiring." - }, - { - "left": "issue:43761", - "right": "issue:44743", - "accept": false, - "reason": "Different models and code paths: CLIP hidden-states regression vs Qwen recurrent-state reset with cache." + "reason": "Unrelated bugs: Python 3.14 import/load failure versus missing TensorFlow backend when only tensorboard is installed." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Both involve Python compatibility, but the causes are different import/load failures in different files/models." + "reason": "PatchTSMixer post-init validation and ModelOutput key assignment are separate code paths with different symptoms." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to DebertaV2 parsing/import failure." + "reason": "SwitchTransformers config sparsity bug is unrelated to the Python 3.13 DebertaV2 import/parsing error." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Config validation for patchtsmixer post_init is unrelated to ModelOutput key assignment semantics." + "reason": "A version-compatibility complaint is not the same bug as a decorator/comment syntax failure during import." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different problems: Bamba torch.compile/SDPA failure vs image-classification script loading a local dataset." + "reason": "torch.compile/SDPA model failure is unrelated to the image-classification example's local dataset loading problem." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both touch state/serialization, but one is junk non-persistent buffers and the other is rotary_pct not persisting on reload." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + "reason": "Global buffer serialization corruption and GPTNeoX rotary_pct reload behavior are different defects." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first is non-technical noise; the second is a speech-feature extraction bug." + "reason": "The placeholder issue has no meaningful overlap with the fbank feature extraction bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Different models and failures: Gemma4 embedding resize vs Whisper empty-transcription generation." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are distinct runtime paths." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Classification post-processing bug vs dataset-loading failure in a different example script." + "reason": "Different example scripts and symptoms: empty multi-label results versus loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize propagation and Whisper empty-transcription handling are unrelated bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI device-override flake in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." + "reason": "A GraniteSpeech CI test issue is not the same as stale auto_mappings references to removed configs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Docs example errors for SigLIP2 are not the same bug as loading a local dataset in image-classification training." + "reason": "SigLIP2 doc-example errors are not the same as the local dataset loading failure in the no-trainer script." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor mismatch is unrelated to a notebook syntax error." + "reason": "Pipeline processor lookup bug and notebook syntax error are completely different classes of issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are a different bug from incorrect Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime limits have nothing to do with Whisper empty-output generation." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-behavior bugs." + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are separate API regressions." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field problems, but they affect different multimodal models and different missing/default fields." + "reason": "Default config initialization with None is different from a missing deepstack_visual_indexes field being dropped by strict validation." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules; not the same underlying bug." + "reason": "Both are import errors, but they involve different missing symbols in different modules and do not share a concrete root cause." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 checkpoint saving regression." + "reason": "Serve KV-cache tensor indexing and local-model cache-path collisions are unrelated caching problems." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to Whisper's empty-transcription failure." + "reason": "LayoutLMv2 tokenizer padding/NER crashes are not the same bug as a serve-time KV-cache continuation crash." }, { - "left": "issue:44734", + "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are separate bugs." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models; cache-directory collision is a different issue entirely." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." + "reason": "A notebook syntax error does not match the audio feature extraction bug." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probabilities behavior is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + "reason": "SigLIP2 zero-probability outputs and Sam3PixelDecoder dummy-conv behavior are unrelated model-specific issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention/PyTorch versioning, but one is compiled flex_attention failure and the other is a bad version check for AuxRequest import." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to local-model cache-path collisions." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is an incorrect version check for AuxRequest import." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Tokenizer padding/truncation crash and KV-cache continuation indexing are different bugs." + "reason": "These are different import failures involving different names and modules; no shared underlying defect is evident." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is an install extra/backend packaging issue, the other is an unspecified dependency problem; not the same change or bug." + "reason": "The TensorFlow backend packaging issue is not the same as the unspecified dependency problem in 44279." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Both mention serialization/reload, but they concern different fields and model behaviors." + "reason": "Inconsistent lm_head serialization by device and GPTNeoX rotary_pct reload defaulting are distinct state/serialization bugs." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45406", + "right": "issue:45632", "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access are distinct core-import issues." + "reason": "Gemma4Processor _tokenizer crashes in serve are unrelated to trust_remote_code cache-path collisions." } ] }, @@ -9283,8 +9245,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -9310,6 +9272,7 @@ "issue:44075", "issue:44112", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", "issue:44351", @@ -9321,6 +9284,7 @@ "issue:44933", "issue:44964", "issue:44987", + "issue:45003", "issue:45020", "issue:45042", "issue:45200", @@ -9330,253 +9294,251 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45406", "issue:45542", "issue:45584", "issue:45593", - "issue:45600", - "issue:45632" + "issue:45600" ], "soft_pairs": [ - "issue:45406|issue:45632", + "issue:44246|issue:45003", "issue:43643|issue:44496", "issue:42907|issue:43441", "issue:44016|issue:44062", "issue:44964|issue:45600", + "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:43299|issue:45216", - "issue:43976|issue:44987", - "issue:44112|issue:44964", "issue:44496|issue:45042", - "issue:43824|issue:44933", "issue:43854|issue:44964", - "issue:43673|issue:44336", + "issue:44112|issue:44964", "issue:43531|issue:45600", - "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43673|issue:44336", "issue:43526|issue:43901", + "issue:43976|issue:44279", "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:43299|issue:45357", - "issue:43381|issue:45593", "issue:44521|issue:45325", + "issue:43381|issue:45593", + "issue:41950|issue:45020", "issue:43577|issue:45216", + "issue:43976|issue:45405", "issue:43901|issue:44496", - "issue:44351|issue:45278", "issue:44242|issue:45200", - "issue:43976|issue:45405", - "issue:41950|issue:45020", - "issue:43479|issue:43525", "issue:44496|issue:44877", + "issue:43479|issue:43525", + "issue:44351|issue:45278", "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "72fe86a8bc056d42986ec22bf667a6254ed48ce1b19edebff8c525427f397f26", + "prepared_review_unit_hash": "2134fb3c3ba110be352b0fdf2c142e3e7928773ddf77e31aadbecdbe015144bf", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36646, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly distinct Transformers bug reports spanning unrelated model families and subsystems. None of the soft pairs looks like the same concrete bug/change, so all soft edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the broadest and most central open report, covering a wide class of recent remote-code/model loading regressions that overlaps the general theme of several other issues.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is open, well-described, and captures a high-level failure mode affecting multiple model-loading paths.", - "best_pr_reason": null, + "summary": "This cluster is mostly a grab bag of distinct Transformers regression reports rather than true duplicates; the only strong near-duplicate theme is the Qwen3.5 save_pretrained regression. No PRs were provided.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest, most central tracker for the recurring recent-version model-loading and remote_code breakages in this set.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "issue:45020 best serves as the umbrella issue because it is broad, open, and directly matches the repeated loading/regression pattern across the cluster.", + "best_pr_reason": "No PRs are present in the provided items.", "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:45632", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Processor attribute crash in Gemma4 serve is unrelated to remote_code cache-path collisions." + "reason": "Import slowness from sys.modules access is a different bug than unsafe sys.modules[] access in modeling_utils." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from trust_remote_code config return is different from failing to recognize a model without model_type." + "reason": "Both involve loading/config handling, but one is missing fields with trust_remote_code and the other is a model-type/config mismatch." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different bug from FlashAttention failures in Ministral-3 loading." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated bugs." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to stale auto_mappings references breaking CI." + "reason": "Phi-4 multimodal loading and stale auto_mappings references to Sam3LiteText are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support failure is unrelated to loading physical-intelligence/fast." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "processor.tokenizer regression is different from resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor.tokenizer regression and t5gemma resize_token_embeddings bug affect different subsystems." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading failure is not the same as incorrect Qwen3.5 save_pretrained output." + "reason": "Qwen3VL MoE loading failure is not the same concrete bug as Qwen3.5 save_pretrained corruption." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "A Python-version compatibility problem is not the same as a specific model-loading failure for physical-intelligence/fast." + "reason": "Unrecognized model/config loading and PIL image processor torchvision dependency are separate issues." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI device-override flakiness is unrelated to Phi-4 multimodal model loading." + "reason": "Different model families and different load failures; not the same underlying bug." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Model config recognition failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "GraniteSpeech CI test flake is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Qwen2.5-VL import failure is a different import path than the missing image_utils symbol." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping entries are unrelated." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "GLM-4.7-Flash test loading failure is not the same bug as Phi-4 multimodal loading." + "reason": "Both are import-related, but they are about different missing symbols/modules and different failure modes." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to ANSI escape codes in loading_report." + "reason": "Generation cache loss during chunked_prefill is unrelated to ANSI codes in loading_report." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText auto-mapping entries." + "reason": "ImageProcessorFast label reduction bug and docs mismatch for return_all_scores are different issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A version-specific Python compatibility issue is not the same as a generic dependency problem." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to pipeline docs mentioning return_all_scores." + "reason": "These are both vague dependency-related titles, but there is no shared concrete bug or code path." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token-embedding resize behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Embedding resize behavior in t5gemma is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and tie_word_embeddings warnings are different model/config issues." + "reason": "Unused SGD args and tie_word_embeddings warning are not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 loading breaks in one case and save_pretrained writes wrong visual keys in another; not the same bug." + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key corruption are different regressions." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and rope-index temporal scaling are separate multimodal bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing auxiliary losses in D-FINE." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "All-zero assistant masks and incorrect rope position scaling are different multimodal bugs." + "reason": "Video-classification pipeline processor lookup is a different pipeline bug than remote_code model breakage." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption do not share the same failure path." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to config model recognition failure." + "reason": "Python support regression and unreleased peft minimum version are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "A specific HybridCache import error is not the same as broad import breakage after upgrade." + "reason": "Documentation mismatch for return_all_scores is unrelated to model config loading failure." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-logit load balancing loss and mm_token_type_ids defaults are separate training issues." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python version support and PEFT minimum-version bump are unrelated dependency/version problems." + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model behaviors." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model-loading regressions." + "reason": "Generic unrecognized-model failure and strict granite_speech config loading are not the same bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id are different config-field bugs." + "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id AttributeError are separate config issues." }, { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Unrecognized model type and strict granite_speech config loading are different config-validation issues." + "reason": "Specific HybridCache import failure is not enough to treat this as the same concrete bug as a broad 'many import errors' report." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 is unrelated to TensorBoard/TensorFlow backend detection." + "reason": "torch flex_attention compilation failure and undefined tf backend from tensorboard-only install are unrelated." } ] }, @@ -9595,17 +9557,17 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ + "issue:33290", "issue:38175", "issue:39692", "issue:41950", "issue:42994", "issue:43065", - "issue:43122", "issue:43262", "issue:43295", "issue:43299", @@ -9620,6 +9582,7 @@ "issue:43784", "issue:43854", "issue:43901", + "issue:43994", "issue:44016", "issue:44162", "issue:44261", @@ -9637,7 +9600,6 @@ "issue:44749", "issue:44779", "issue:44898", - "issue:44987", "issue:45081", "issue:45276", "issue:45290", @@ -9646,6 +9608,7 @@ "issue:45542", "issue:45593", "issue:45600", + "issue:45656", "issue:45712" ], "soft_pairs": [ @@ -9653,227 +9616,227 @@ "issue:44279|issue:45405", "issue:43299|issue:43854", "issue:41950|issue:43650", - "issue:44297|issue:44462", "issue:39692|issue:43901", + "issue:44297|issue:44462", "issue:43295|issue:44779", "issue:38175|issue:44617", + "issue:33290|issue:45656", "issue:44462|issue:44779", "issue:45600|issue:45712", "issue:44016|issue:44291", - "issue:44261|issue:44263", "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:43065|issue:44898", - "issue:43723|issue:44162", + "issue:44261|issue:44263", "issue:43441|issue:44683", "issue:44466|issue:45276", + "issue:43723|issue:44162", "issue:43650|issue:45290", - "issue:44623|issue:45397", - "issue:44623|issue:44749", "issue:43262|issue:44521", "issue:43784|issue:45542", "issue:43673|issue:43761", + "issue:44623|issue:45397", + "issue:44623|issue:44749", "issue:44671|issue:44779", - "issue:43653|issue:45593", - "issue:44987|issue:45542", - "issue:43122|issue:43650" + "issue:43901|issue:43994", + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "47f874af7cffb6635bc3a441a99a16f3bbe159ffa9eea43384971adf643f1266", + "prepared_review_unit_hash": "f332fe4708359272f66558b69748adc9388430299087a7968d13fc50d2d44169", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35525, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "serialized_chars": 36085, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly overbroad: the soft pairs share loose keyword similarity, but the underlying bugs span unrelated tokenizer, processor, model-loading, video, audio, and saving paths. I found no convincing duplicate pairs to merge.", - "confidence": 0.31, - "canonical_issue_reason": "issue:44462 is the closest thing to a central topic in the cluster: tokenizer-loading/serialization regressions, and it is linked by the strongest soft similarities to nearby tokenizer-related reports. Even so, the cluster is not a clean duplicate set.", + "summary": "This cluster is mostly heterogeneous: many unrelated issues happen to share broad words like tokenizer, processor, or v5 regression, but they do not describe the same underlying bug. None of the soft pairs are safe duplicate merges.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44462 is the clearest, most self-contained regression report in the tokenizer-loading subtheme, but the overall cluster is too mixed for a strong canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best representative of the most coherent subcluster (tokenizer loading / tokenizer.json precedence / serialization mismatch).", + "best_issue_reason": "issue:44462 is the best anchor because it describes a specific, reproducible AutoTokenizer regression with clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring repository tokenizer.json while the other is a Mistral regex patch crash; different failure modes and code paths." + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex-patching crash; different code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency/version complaints, but one is about a transformers dependency issue and the other is a specific PEFT minimum-version bump not yet released." + "reason": "A generic dependency problem is not the same bug as bumping MIN_PEFT_VERSION to an unreleased release." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and different breakages: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." + "reason": "These are separate model-loading failures for different models and failure modes." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Unrelated issues; one is a video-classification processor lookup bug, the other is a vague data request." + "reason": "The video-classification processor bug is unrelated to the unrelated placeholder title.\"ADD THE DATA\"." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Related around tokenizer save/load behavior, but not the same bug: class mismatch on save versus AutoTokenizer ignoring tokenizer.json." + "reason": "One is a SigLIP2 documentation example with model/processor mismatch; the other is a TextClassificationPipeline docs mismatch." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both mention docs/examples, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline docs mismatch." + "reason": "Tokenizer class metadata in save_pretrained is a different serialization bug than AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are regressions involving tokenization, but they affect different models and different APIs; not the same concrete bug." + "reason": "Both are regressions around multimodal/tokenizer behavior, but they affect different APIs and different concrete failures." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different model families and symptoms: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are completely different problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM and optimizer.step being called twice are distinct optimizer issues with different symptoms." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is repository tokenizer loading and the other is Deepseek tokenization output changes; separate code paths." + "reason": "Both mention tokenizers, but one is repository file selection and the other is incorrect Deepseek tokenization output." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene/CI-type issues, but one is stale auto_mappings references and the other is leftover dummy classes; unrelated fixes." + "reason": "Stale auto_mappings references and leftover dummy classes are different repository-maintenance issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error versus init_empty_weights/_is_hf_initialized argument error; no shared underlying bug." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Both are MLA/GLM-related precision/runtime questions, but one is a config epsilon mismatch and the other is torch.split return semantics; not the same bug." + "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError during model loading." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug versus a dependency issue; unrelated." + "reason": "Incorrect batched video processor shapes are unrelated to the vague dependency issue." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure versus dequantized model loading with device_map=auto; different lifecycle stages and failures." + "reason": "Saving a quantized model and loading a dequantized model with offload are different code paths and different failures." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both mention model internals, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver image-classification resolution bug." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver interpolation failures." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Generic tokenizer loading issue versus an ESM2 model breakage affecting workflows; too broad and not the same defect." + "reason": "Missing rms_norm_eps precision discussion and torch.split return values are not the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different attention-stack failures: Ministral FlashAttention bug versus compiled flex_attention on newer torch." + "reason": "Both involve attention backends, but FlashAttention failure and compiled flex_attention failure are separate incompatibilities." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both concern weights/state management, but one is inconsistent lm_head serialization and the other is resize_token_embeddings not propagating in Gemma4." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "One is an unclear request, the other is a concrete chat-template crash on tool-call assistant messages; not duplicates." + "reason": "Tied-weight serialization depends on device state, while resize_token_embeddings not propagating is a different model-embedding bug." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Processor.save_pretrained missing files versus gemma-4 zero3 from_pretrained; different save/load paths." + "reason": "AutoTokenizer.from_pretrained loading issues are unrelated to ESM2 being broken." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Both mention performance/workflow regressions, but one is missing processor files and the other is data filtering slowing down after upgrade." + "reason": "The placeholder issue title is unrelated to apply_chat_template crashes on tool-call assistant messages." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is all-zero assistant masks for multimodal inputs." + "reason": "Sampling-rate defaults in audio chat templates and all-zero multimodal assistant masks are different template bugs." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError versus tensorboard/TensorFlow backend detection; unrelated." + "reason": "Importing sentence-transformers fails for a missing nn symbol; TensorBoard without TensorFlow is a separate backend-install issue." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both are v5 regressions, but one is cache missing during chunked_prefill and the other is CLIPVisionModel hidden_states handling." + "reason": "Missing generation cache during chunked prefill and CLIPVision hidden_states regression are unrelated." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both are v5 model/tokenizer regressions, but one is CamemBERT masked LM prediction changes and the other is Deepseek tokenizer output changes; distinct code paths." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different loading/saving issues." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug versus D-FINE auxiliary-loss behavior; unrelated." + "reason": "Processor.save_pretrained file omissions are unrelated to the performance regression in filtering data after upgrade." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast versus backend installation issue with tensorboard; not the same bug." + "reason": "CamemBERT masked LM predictions and Deepseek tokenizer output regressions affect different models and code paths." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores do not describe the same failure as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer version-to-version differences versus an unrelated placeholder issue; no common underlying defect." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -9892,8 +9855,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -9903,6 +9866,7 @@ "issue:42175", "issue:42491", "issue:42757", + "issue:43122", "issue:43295", "issue:43299", "issue:43352", @@ -9910,14 +9874,13 @@ "issue:43525", "issue:43526", "issue:43531", + "issue:43650", "issue:43673", "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", @@ -9935,8 +9898,8 @@ "issue:44589", "issue:44617", "issue:44661", + "issue:44987", "issue:45003", - "issue:45200", "issue:45250", "issue:45356", "issue:45362", @@ -9947,245 +9910,245 @@ "issue:45593" ], "soft_pairs": [ + "issue:44987|issue:45542", "issue:42175|issue:43976", - "issue:43901|issue:43994", + "issue:43122|issue:43650", "issue:44361|issue:45593", - "issue:44297|issue:45397", "issue:43824|issue:43976", "issue:43475|issue:44016", "issue:43525|issue:43881", "issue:44589|issue:45362", + "issue:44297|issue:45397", "issue:45561|issue:45563", - "issue:41628|issue:43976", + "issue:42491|issue:43299", "issue:44188|issue:44336", - "issue:43352|issue:45250", + "issue:41628|issue:43976", "issue:43295|issue:44617", - "issue:42491|issue:43299", "issue:43901|issue:44246", - "issue:44336|issue:44373", + "issue:43352|issue:45250", "issue:44242|issue:45593", "issue:41950|issue:44220", + "issue:44336|issue:44373", "issue:44295|issue:45397", "issue:44661|issue:45542", + "issue:43531|issue:45362", "issue:44462|issue:45356", "issue:44246|issue:44496", - "issue:43531|issue:45362", - "issue:36246|issue:42757", "issue:45003|issue:45561", - "issue:36246|issue:44351", "issue:43526|issue:45003", - "issue:44336|issue:44485", + "issue:36246|issue:42757", "issue:43673|issue:44561", - "issue:44162|issue:45200" + "issue:36246|issue:44351", + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "992218c2e6853c2f72072bfc85ff219e2daee129aaaedb2dd5ae57191bd6fdf4", + "prepared_review_unit_hash": "456e938428b43a28b4b9bc29c9a13ad66a3c9c25b3f43e68b51398345b4ea47f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36336, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, packaging/backend issues, tokenizer/model regressions, docs bugs, and unrelated performance or model-specific failures. None of the proposed soft pairs look like the same underlying bug or change, so there is no duplicate canonical here.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the cluster mixes unrelated problems across different models, APIs, and subsystems, and none of the soft pairs are true duplicates.", + "summary": "This cluster is mostly a grab bag of transformers regressions and import/load issues rather than one duplicate thread. The soft-similarity pairs look related at a high level, but they usually hit different models, different symbols, or different subsystems, so I would not merge them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43824 is the strongest representative issue: it is a concrete import failure, has the most discussion/inbound references among this set, and sits near the recurring model-loading/import-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative because the items are too diverse to summarize under one underlying defect.", + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, well-scoped, and the most externally referenced of the group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Both are loading/install-time failures, but one is a specific model load regression and the other is a backend dependency/install issue; different code paths." + }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different failures: missing TensorFlow in a torch install vs a Python-version compatibility problem." + "reason": "These are both packaging/runtime environment problems, but one is missing TensorFlow in a torch install and the other is a Python-version compatibility issue." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Docs/behavior mismatch for text classification vs a SigLIP model output correctness bug." + "reason": "Different symptoms entirely: tokenizer behavior regression versus an unrelated data request/title with no shared code path." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer/task AttributeError vs D-FINE auxiliary-loss logic; unrelated code paths." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer config metadata mismatch vs Gemma-4 Zero3 from_pretrained failure; different bugs." + "reason": "MLukeTokenizer task attribute errors and D-FINE auxiliary-loss handling are unrelated model-specific bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import failure for a Qwen VL class vs a Python version install issue." + "reason": "ImportError for a model class versus a Python-version support issue; too broad and not the same underlying defect." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 output attribute error vs a notebook syntax error; not the same problem." + "reason": "SAM3 video encoder OOM is a memory/scale issue, while the notebook issue is a documentation/syntax problem." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 config missing pad_token_id vs GLM-4V loading failure; different models and code paths." + "reason": "Both mention model loading, but they are different failures in different models and do not point to one shared fix." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated failures." + "reason": "A storage-object TypeError and a Qwen3.5 chat crash are distinct runtime failures with no clear common code path." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the Gemma-4 zero3 from_pretrained failure." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file race vs a stale generation warning; different symptoms and fixes." + "reason": "A pytest-xdist file race is not the same bug as a stale generation warning in paged generate()." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "AutoImageProcessor import error vs a packaging/Python-version issue; not the same bug." + "reason": "Both touch Qwen MoE models, but one is a LoRA compatibility problem and the other is a Qwen3VL loading regression; not the same concrete bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention branching regression vs ANSI-code output in a loading report utility." + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Specific model not supporting Flash Attention 2 vs a generic Flash Attention 2 topic." + "reason": "Missing AutoImageProcessor import and Python-version/package compatibility are different issues." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression vs CUDA OOM; different root causes." - }, - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen MoE, but one is LoRA reuse across HF versions and the other is a model-loading regression; not one concrete bug." + "reason": "Processor/tokenizer regression and SAM3 video CUDA OOM are unrelated failures." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs discrepancy vs slow import performance; unrelated." + "reason": "Docs mentioning return_all_scores and slow imports are not the same underlying bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "ANSI codes in loading_report vs a wrong docstring for position_ids." + "reason": "Flash Attention 2 support for Nemotron is a model capability issue; the other is a generic Flash Attention topic with no matching code path." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss vs missing auxiliary losses in D-FINE; different model logic." + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-training bugs." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification using image processors vs audio fbank feature extraction; unrelated subsystems." + "reason": "Video-classification pipeline using image processors is not the same as an fbank feature extraction issue." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI formatting and a wrong docstring for position_ids are unrelated documentation/utility issues." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a registered buffer position_ids vs Gemma-4 Zero3 loading; different code paths." + "reason": "Registering position_ids as a buffer and Gemma-4 zero3 from_pretrained failure are distinct model/runtime bugs." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Model-registration edge case vs backend installation/import issue." + "reason": "Tokenizer mapping-name behavior and undefined tf backend installation are separate infrastructure issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are different model-path problems without enough evidence of one fix." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs a Kimi-K2.5 tokenizer regression; both tokenizer-related but not the same bug." + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec handling are tokenizer-related but distinct regressions." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import sometimes vs unrecognized model config; unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family, but not the same concrete defect." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Import errors for different missing symbols from different packages/code paths." + "reason": "A router-logits training-loss bug and an unrecognized model/config load error are not the same defect." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different import failures: Qwen2_5_VL class vs HybridCache symbol." + "reason": "Unsafe sys.modules access in modeling_utils and a xdist captured_info.txt race are unrelated internal bugs." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT image-processor label reduction bug vs sys.modules access safety issue." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils affect different subsystems." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Loading-report ANSI formatting bug vs GLM-5 RoPE implementation discussion." + "reason": "Both are import errors, but one is a missing Qwen2_5_VL symbol and the other is a huggingface_hub API import; different packages and fixes." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache issue vs removal of is_torch_fx_available breaking remote-code models." + "reason": "Chunked-prefill cache handling in GenerationMixin and removal of is_torch_fx_available are different regression types." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Two different missing symbols from different areas of transformers; similar shape, but not enough to treat as one bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model behaviors." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." } ] }, @@ -10204,13 +10167,12 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:36246", - "issue:41628", "issue:41950", "issue:42886", "issue:43065", @@ -10224,6 +10186,7 @@ "issue:43540", "issue:43596", "issue:43653", + "issue:43673", "issue:43901", "issue:44060", "issue:44077", @@ -10235,6 +10198,7 @@ "issue:44368", "issue:44466", "issue:44496", + "issue:44734", "issue:44749", "issue:44779", "issue:44857", @@ -10250,240 +10214,245 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45459", "issue:45563", "issue:45584", "issue:45588", - "issue:45656", "issue:45701" ], "soft_pairs": [ "issue:44242|issue:44857", + "issue:44162|issue:45200", "issue:44246|issue:44871", "issue:36246|issue:43596", - "issue:44295|issue:44749", "issue:43441|issue:43540", - "issue:44779|issue:45292", - "issue:44877|issue:45375", "issue:42886|issue:45229", - "issue:43066|issue:44779", - "issue:41628|issue:41950", - "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:44295|issue:44749", + "issue:44779|issue:45292", "issue:44987|issue:45459", + "issue:41950|issue:43596", + "issue:45292|issue:45584", + "issue:43066|issue:44779", + "issue:45292|issue:45701", "issue:43065|issue:43408", "issue:43901|issue:45003", - "issue:45292|issue:45701", - "issue:44995|issue:45200", "issue:43257|issue:45137", "issue:43232|issue:44336", + "issue:44995|issue:45200", "issue:44496|issue:45003", "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:43262|issue:44246", "issue:43653|issue:44162", - "issue:44368|issue:45563", "issue:44995|issue:45588", "issue:44466|issue:45335", + "issue:44368|issue:45563", "issue:44368|issue:44977", - "issue:45397|issue:45656" + "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "73b4bdf2daaa03b6ec0123c87677959a6251363b799f78b9ce63dee370c4f519", + "prepared_review_unit_hash": "2c55bd75a754355b8abbf6909561175b0d6748052c53031f9a2a9ea0a23f021e", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36156, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous: a few tokenizer/embedding/config-regression themes recur, but none of the soft pairs are clearly the same concrete bug or change. I would not merge any of the proposed soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44779 is the clearest, most concrete v5 regression in the set and best represents the tokenizer/version-regression subset, even though the overall cluster is too mixed to treat as one duplicate family.", + "summary": "The cluster is highly heterogeneous: it spans unrelated regressions in tokenizers, config loading, generation, model-specific vision/audio bugs, and DeepSpeed/accelerate failures. None of the soft pairs look like the same underlying defect, so I rejected all edges.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone issue: specific, user-visible, and tied to a concrete behavior regression from v4 to v5.", + "best_issue_reason": "issue:45701 is the broadest umbrella for version-induced tokenization regressions, but the cluster is not cohesive enough to treat it as a true duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different models and failure modes: load-balancing loss logic vs AMP/CUDA crash in an image loss." + "reason": "Different bugs: MoE/router load-balancing loss vs an AMP/CUDA crash in image loss." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and failures: ESM2 breakage vs Gemma 4 token-type defaults." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Unrelated problems: import slowness vs an eos_token_id config inconsistency." + "reason": "Import-time slowdown is not the same as a Gemma eos-token config mismatch." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different subsystems: a specific image-processor import error vs a DeepSpeed/BERT initialization index error." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "No shared bug: position_ids buffer access vs a global slowdown after upgrading Transformers." + "reason": "Missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel zero3 index error are different code paths." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different concrete failures: FlashAttention on one model vs video-input validation in another." + "reason": "FlashAttention failure for Ministral and Qwen3OmniMoe video ValueError are different model-specific bugs." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer output correctness and the other is resize_token_embeddings not propagating; different code paths." + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated symptoms." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but one blocks loading a config while the other drops a specific field; not the same bug." + "reason": "Both mention strict config, but one blocks loading and the other silently drops a field; not the same defect." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated." + "reason": "A position_ids buffer error and a tokenizer slowdown regression are unrelated." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both touch tokenizers in v5, but one is a decoder-type metadata issue and the other is DeepSeek tokenization correctness; not enough evidence of the same bug." + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings." }, { - "left": "issue:41628", - "right": "issue:41950", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Import error for AutoImageProcessor is distinct from a pipeline choosing the wrong processor type." + "reason": "Model loading failure with transformers>=5.1.0 is not the same as protobuf masking tokenizer errors." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:41950", + "right": "issue:43596", "accept": false, - "reason": "Resize-token-embedding propagation and Whisper empty-transcription generation are different issues." + "reason": "Pipeline selecting image processors and Qwen3OmniMoe video processing failure are different issues." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Model-loading failure for one package version vs tokenizer error masking when protobuf is absent." + "reason": "Embedding resize propagation bug and Whisper empty-transcription generation failure are not the same bug." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Both are SAM3-related, but dummy Conv2d usage and a model-type warning are different concrete problems." + "reason": "Wrong tokenizer decoder type and DeepSeek tokenization regression are related only at a very broad level." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Docs drift and unsafe sys.modules access are unrelated." + "reason": "Specific embedding-resize bug vs a broad report that tokenization changed across versions." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "A resize-embeddings bug and version-dependent tokenization changes are different regressions." + "reason": "Dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 issues." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Different model families and failures: stale cache on second forward vs missing mm_token_type_ids default." + "reason": "Docs mentioning deprecated args and unsafe sys.modules access are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed failures: MOE weight conversion vs empty deque during ZeRO3." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is different from a zero3 deque pop crash." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are different failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model config recognition failure and unsafe module lookup are separate issues." + "reason": "Unrecognized model config and unsafe sys.modules access are not the same underlying bug." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both mention video, but they are different model-specific bugs with different failure points." + "reason": "Missing fpn_position_embeddings attribute in SAM3 video output is different from Qwen3OmniMoe video-input validation." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting and import latency are unrelated." + "reason": "Audio chat-template sampling-rate default and import slowdown are unrelated subsystems." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 model breakage are not the same bug." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Two stale warnings in different features; no shared code-path bug." + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are different tokenization/model issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa cache corruption and flash_attention.py crashing on s_aux=None are different problems." + "reason": "A stale indexer cache crash is not the same as the FlashAttention s_aux=None crash." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Both touch tied/resize embedding behavior, but they are distinct manifestations and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning during fine-tuning and a stale paged-generate warning are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-weights warning in fine-tuning and a flash-attention generation failure are unrelated." + "reason": "Config warning about tie_word_embeddings and Qwen3.5 flash-attention generation failure are different issues." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer stepping under deepspeed are different defects." + "reason": "Missing GenerationMixin cache in chunked prefill and wrong tensor indexing in serve KV-cache continuation are separate generation bugs." } ] }, @@ -10502,14 +10471,15 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:28282", "issue:30990", "issue:41628", + "issue:42222", "issue:42371", "issue:42673", "issue:42831", @@ -10529,12 +10499,10 @@ "issue:44188", "issue:44222", "issue:44297", - "issue:44351", "issue:44361", "issue:44368", "issue:44623", "issue:44661", - "issue:44734", "issue:44749", "issue:44869", "issue:44933", @@ -10543,6 +10511,7 @@ "issue:45092", "issue:45103", "issue:45137", + "issue:45200", "issue:45230", "issue:45278", "issue:45310", @@ -10557,269 +10526,266 @@ "issue:45656" ], "soft_pairs": [ - "issue:43673|issue:44734", + "issue:45397|issue:45656", "issue:45137|issue:45600", "issue:43931|issue:44368", - "issue:44933|issue:45459", "issue:44869|issue:45356", + "issue:44933|issue:45459", "issue:43232|issue:43673", "issue:43673|issue:45278", "issue:44297|issue:44623", "issue:43646|issue:44162", - "issue:44623|issue:45656", "issue:44361|issue:44749", - "issue:44749|issue:45310", "issue:28282|issue:30990", "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44623|issue:45656", "issue:42371|issue:45092", - "issue:44038|issue:44623", + "issue:44749|issue:45310", "issue:44749|issue:45656", - "issue:45230|issue:45397", - "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:45081|issue:45103", + "issue:41628|issue:44933", "issue:42673|issue:43704", - "issue:43475|issue:45381", + "issue:43475|issue:44661", "issue:45310|issue:45375", - "issue:41628|issue:44933", "issue:42994|issue:43525", - "issue:45081|issue:45103", - "issue:43475|issue:44661", "issue:45362|issue:45375", - "issue:42831|issue:44222", "issue:43873|issue:44945", - "issue:41628|issue:44351", - "issue:43232|issue:44188" + "issue:43232|issue:44188", + "issue:42222|issue:45200", + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "2076615f9402512690930639531b9450fb54b6d75719200f4e37641a9b7df91a", + "prepared_review_unit_hash": "7ebc70862fba01cad6d3f6fee9d40e91e62139ba415f3d37fdbf3a33418fcc8f", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37021, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "serialized_chars": 37019, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "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: import/load errors, model-specific regressions, tokenizer bugs, generation/cache problems, and a few save/pretrained failures. Only two pairs look like true duplicates; the rest are too semantically broad or target different code paths.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate covers this whole set. The only strong duplicate pairings are 42673/43704 and 45310/45478, but the broader cluster spans many unrelated bugs.", + "summary": "This set is mostly a heterogeneous mix of unrelated bug reports. A few are superficially similar (import errors, config regressions, model-loading failures), but none of the soft pairs look like the same concrete underlying bug/change, so I would keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "No single true duplicate cluster stands out from the titles alone; if one issue must anchor the set, 45375 is the most concrete and self-contained regression report, whereas the others are broader symptom reports or different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest current umbrella-style report in the set (many import errors after upgrading to 5.5.0), so it is the best representative issue even though it is not a true duplicate of the others.", + "best_issue_reason": "Issue 45375 is the best representative anchor because it is specific, actionable, and narrowly scoped to a particular config regression in the Qwen3.5 MoE/vision path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both involve generation/KV-cache behavior, but they hit different surfaces: chunked prefill cache missing vs transformers serve tensor-indexing crash." + "reason": "Different problems: Gemma-4 zero3 from_pretrained failure vs DeepSpeed optimizer stepping twice." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText config references are unrelated failures." + "reason": "Unrelated symptoms and code paths: ZeRO3 deque pop error vs auto_mappings CI break from removed Sam3LiteText configs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "A weight-shape mismatch for Qwen3-VL is not the same bug as a warning about tie_word_embeddings during LoRA fine-tuning." + "reason": "Different model-loading failures: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Missing image_utils import and protobuf-masked tokenizer decode errors are different code paths and symptoms." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer/decoding bugs." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated model/tokenizer bugs." + "reason": "Import error from image_utils is not the same as tokenizer error masking when protobuf is missing." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both mention generation internals, but one is a sync_gpus kwargs update issue and the other is a missing GenerationMixin cache in v5.0.0." + "reason": "Both involve generation internals, but one is a sync_gpus kwargs update issue and the other is a missing cache during chunked prefill." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Missing generation cache and broad import errors after upgrade are too different to be the same underlying bug." + "reason": "A specific GenerationMixin cache bug is not the same as broad import errors after upgrading to v5.5.0." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from processor.save_pretrained missing files." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breaking in v5 and ESM2 being broken are different reports with different affected models and failure modes." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor save_pretrained missing files and double optimizer.step under deepspeed are unrelated." + "reason": "Generic Transformers 5 custom initialization breakage is different from an ESM2-specific workflow break." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a post-upgrade throughput regression are not the same bug." - }, - { - "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "A Chinese report about slower filtering after upgrade and a Qwen3.5-Moe from_pretrained error are different issues." + "reason": "MLukeTokenizer task AttributeError and a Chinese performance slowdown after upgrade are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are distinct environment/runtime problems." + "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are different failure modes." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization-related bugs." + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failing under v5." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute is unrelated to trust_remote_code returning configs with missing fields." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file output bug is unrelated to a duplicated optimizer step under DeepSpeed." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained missing files are not the same code path." + "reason": "Performance regression in data filtering is not the same as Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade and optimizer step being called twice under deepspeed are different behaviors." + "reason": "Upgrade-induced slowdown and duplicate optimizer stepping are different runtime problems." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + "reason": "SAM 3 video missing field and Qwen2.5-VL video position-id bug are separate vision-model regressions." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "SAM 3 Video missing attribute and missing fields from trust_remote_code config loading are different model/config issues." + "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained file loss are different code paths." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Missing deepstack_visual_indexes in a config object is related to Qwen3.5-Moe, but the reports describe different failures and are not clearly the same bug." + "reason": "Both are Qwen3.5 MoE-related, but one is a missing deepstack_visual_indexes field in config handling and the other is a broader from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 zero3 from_pretrained failure are not the same underlying issue." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation crash are unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they point to different missing-symbol problems and different entry points." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Identical title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + "accept": false, + "reason": "Same title theme, but the later report is not clearly the same concrete VRAM leak bug without body evidence." }, { "left": "issue:43475", - "right": "issue:45381", + "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl vision_position_ids issues are different models and failures." + "reason": "SAM 3 video attribute error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5-Moe from_pretrained error and missing deepstack_visual_indexes config field are related but not the same concrete failure." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Cannot import AutoImageProcessor and missing image_utils import are both import errors, but not the same symbol or fix." + "reason": "Qwen3.5 Moe from_pretrained error and missing config field in Qwen3_5MoeVisionConfig are related at most at a broad family level, not the same concrete bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different bugs." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Mistral regex patch crash and auto_docstring annotation crash are unrelated utility failures." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "SAM 3 Video attribute error and tokenizer mapping failure in add-new-model-like are different parts of the codebase." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5-35B chat crash and missing config field for Qwen3_5MoeVisionConfig are different reports." + "reason": "Qwen3.5-35B chat crash and a missing vision config field are different failures." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained on MoE are different FP8-related problems." + "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are separate runtime issues." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantization offloading behavior and incorrect LLM output under pipeline parallelism are unrelated." + "reason": "Both touch generation/attention internals, but the specific bugs differ: kwargs sync after sync_gpus vs diverging attention kernels under torch.compile." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Missing AutoImageProcessor import and missing HybridCache import are different missing-export issues." + "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaulting are unrelated model-family regressions." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are not the same bug." + "reason": "FineGrainedFP8 accuracy degradation is not the same as FP8 save_pretrained for moe models." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s mix of unrelated Transformers issues, and the explicit duplicate callouts are cautious. The only clear duplicate pair beyond 42673/43704 is 45310/45478, which is already reflected in the canonical reasoning." - }, - "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 }, @@ -10831,8 +10797,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -10843,7 +10809,6 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42222", "issue:42898", "issue:42994", "issue:43232", @@ -10865,6 +10830,7 @@ "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44373", "issue:44496", "issue:44568", @@ -10879,252 +10845,259 @@ "issue:45103", "issue:45125", "issue:45137", - "issue:45200", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", "issue:45712" ], "soft_pairs": [ - "issue:42222|issue:45200", + "issue:41628|issue:44351", "issue:44222|issue:45310", - "issue:44038|issue:45310", "issue:42994|issue:44164", - "issue:42175|issue:45712", + "issue:36010|issue:41628", "issue:43526|issue:45561", + "issue:42175|issue:45712", "issue:43377|issue:44242", + "issue:44038|issue:45310", "issue:44496|issue:45561", - "issue:36010|issue:41628", + "issue:43504|issue:45561", "issue:43673|issue:44188", "issue:43232|issue:44792", - "issue:43504|issue:45561", "issue:30990|issue:35141", "issue:42898|issue:44568", - "issue:44964|issue:45137", "issue:43479|issue:44079", "issue:43479|issue:44869", - "issue:43976|issue:44933", + "issue:44964|issue:45137", "issue:42175|issue:44933", - "issue:44623|issue:45310", + "issue:43976|issue:44933", "issue:43784|issue:43824", - "issue:44188|issue:44373", "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", "issue:43723|issue:44568", - "issue:44060|issue:45125", - "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:45405|issue:45712", "issue:42898|issue:44779", - "issue:30333|issue:33290" + "issue:30333|issue:33290", + "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "d5676e17a01fee66a98b0252e4d6f92629801d03aa9da0c903b5b24894fd10a8", + "prepared_review_unit_hash": "982fc47bc1a5f973d7d4f8644e0c04ec569dc8ce1386eb79004f3fa74883478d", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36700, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "soft_pair_count": 31, + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft edges look like false positives. The set is a grab bag of unrelated bug reports across different subsystems (tokenizers, multimodal models, save/load, imports, training/runtime behavior), not one duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items are unrelated standalone bugs, not one duplicate report.", + "summary": "The cluster is heterogeneous: most items are separate Transformers regressions, import issues, or model-specific bugs that only share broad v5/compatibility wording. No soft pair looks like a true duplicate or mergeable single fix.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 42898 is the broadest, most representative v5 tokenizer-behavior regression in the set; the rest are mostly narrower, unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "No good global representative issue; any single issue would misrepresent the rest of the cluster.", + "best_issue_reason": "42898 is the clearest general anchor for the cluster because it is a user-facing v5 behavior change rather than a highly model-specific or infrastructure-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different problems: VitPose model breakage vs Gemma 4 multimodal token type defaults." + "reason": "Different missing exports (`AutoImageProcessor` vs `HybridCache`); same import-error class but not the same bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both touch MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained load error for a different model." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen model families and different failure modes; not the same concrete bug." + "reason": "Both involve Qwen3.5 MoE, but one is `save_pretrained` FP8 handling and the other is `from_pretrained` loading; different code paths." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both involve persistence, but quantized model saving and extra_state handling are distinct issues." + "reason": "Both are serialization-related, but one is quantized saving and the other is extra_state handling; too broad to treat as one bug." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "TensorFlow backend packaging vs leftover dummy classes/check_repo are unrelated." + "reason": "Both are import failures, but for different symbols and different APIs; not the same underlying issue." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BEiT label reduction bug vs pytest-xdist file race; no overlap in code path." + "reason": "Unrelated: image label reduction bug vs pytest-xdist file race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency selection vs leftover dummy class cleanup; no shared bug path." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated." + "reason": "Missing padding-mask support in an encoder vs MoE load-balancing loss gating; different model logic." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen family, but one is a transformers-v5 incompatibility report and the other is a specific Qwen3.5 MoE load error." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model auto-loading config error vs xdist race condition; different subsystems." + "reason": "Model config loading failure vs testing race condition; no common code path." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Both are import errors, but for different symbols and fixes; not one bug." + "reason": "Legacy preset loading bug vs test harness file race; unrelated." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Generation cache/chunked prefill bug vs torch.compile branching divergence in attention kernels; unrelated." + "reason": "Both touch generation internals, but one is cache handling and the other is kernel divergence under torch.compile; not mergeable as one fix." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg update after sync_gpus vs janus image-generation test failure; different failures." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "BEiT pretrained loading issue vs xdist file race; unrelated." + "reason": "Different generation failures in different contexts; no evidence of the same defect." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformer loading hang vs embedding reinitialization after resize; not the same bug." + "reason": "Loading hang in sentence transformers vs embedding resize/reinitialization bug; unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and code paths." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens BOS/EOS handling." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting bug vs ModelOutput key assignment bug; different components." + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig initialization vs Whisper timestamp decode crash; unrelated." + "reason": "Phi-4 multimodal config init vs Whisper timestamp decode crash; unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Python version compatibility issue vs missing image_utils import; unrelated." + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; no shared underlying bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package extras/backend selection vs nonexistent image_utils import; different areas." + "reason": "Dependency/backend packaging issue vs missing import from image_utils; not the same problem." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." + "reason": "Python version support problem vs missing import from image_utils; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-Transformers import NameError vs missing Qwen2.5-VL export; unrelated import failures." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Attention kernel divergence vs wrong docstring; no shared bug." + "reason": "Different import failures for different symbols; too generic to merge." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Dtype regression in evaluation vs DeepSpeed deque IndexError; unrelated." + "reason": "Embedding dtype drift during evaluate vs ZeRO3 deque underflow; different failure modes." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer loading issue vs special-token addition bug; same broad area but different concrete failures." + "reason": "Processor save_pretrained file emission vs Qwen3.5 MoE from_pretrained loading; different code paths." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different code paths." + "reason": "A runtime kernel divergence bug vs a docstring issue; clearly not duplicates." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Missing image processor method vs remote-code/meta-init incompatibility; unrelated multimodal issues." + "reason": "Tokenizer loading failure vs BOS/EOS special-token behavior regression; different bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV cache serving crash vs auto_docstring annotation crash; completely different subsystems." + "reason": "Server KV-cache continuation crash vs auto_docstring annotation crash; unrelated subsystems." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Both mention tokenizer regressions, but one is generic cleanup-space behavior and the other is a specific codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; different model metadata bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump vs leftover dummy class cleanup; no shared defect." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different tokenizers and different incorrect outputs." + "reason": "Both are tokenizer-related, but Deepseek output regression is model-specific and not the same as clean_up_tokenization_spaces behavior." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow job-status reporting vs DeepSpeed/Adafactor OOM; unrelated runtime issues." + "reason": "MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method vs remote-code meta-init incompatibility; different model families and fixes." } ] }, @@ -11143,8 +11116,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -11167,6 +11140,7 @@ "issue:43644", "issue:43723", "issue:43824", + "issue:44038", "issue:44206", "issue:44222", "issue:44261", @@ -11191,301 +11165,300 @@ "issue:45103", "issue:45310", "issue:45357", - "issue:45405", "issue:45406", "issue:45459", "issue:45656", "issue:45712" ], "soft_pairs": [ - "issue:45405|issue:45712", "issue:42898|issue:44448", "issue:44295|issue:45656", + "issue:42898|issue:43295", "issue:44933|issue:45712", "issue:41628|issue:45459", - "issue:42898|issue:43295", "issue:44222|issue:44297", - "issue:44297|issue:45656", "issue:43479|issue:43644", + "issue:44297|issue:45656", "issue:42831|issue:44623", - "issue:44222|issue:44623", "issue:44206|issue:45103", + "issue:44222|issue:44623", "issue:22355|issue:28282", + "issue:30333|issue:36331", "issue:41628|issue:42757", + "issue:44483|issue:45406", + "issue:43723|issue:44977", "issue:44297|issue:45310", - "issue:30333|issue:36331", "issue:44263|issue:45092", "issue:44263|issue:44360", "issue:44222|issue:44484", - "issue:43723|issue:44977", "issue:30333|issue:34689", - "issue:44483|issue:45406", "issue:28282|issue:30333", "issue:30333|issue:35141", + "issue:44514|issue:45103", "issue:44295|issue:44623", + "issue:45092|issue:45357", "issue:44261|issue:45092", - "issue:44514|issue:45103", "issue:44373|issue:44485", - "issue:43723|issue:44871", - "issue:45092|issue:45357", "issue:43723|issue:44991", + "issue:43723|issue:44871", + "issue:42886|issue:42994", + "issue:30990|issue:38175", "issue:43723|issue:44442", "issue:43479|issue:44913", - "issue:30990|issue:38175", - "issue:42886|issue:42994", + "issue:41628|issue:43824", "issue:42831|issue:45310", - "issue:41628|issue:43824" + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "503a33183620717e8805329f61cb87e9795fcc5945c30501a7c2bc7c850a46fa", + "prepared_review_unit_hash": "e234716c8b5c5926e4f23f1c0f8331a92c6355f81171d6f43c14a3699bcc2e32", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38602, - "estimated_input_tokens": 9651, - "estimated_eval_tokens": 19558 + "serialized_chars": 38565, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, tokenizer/processor regressions, training/runtime bugs, and save/load issues. The only clear topical concentration is around tokenizer-loading regressions in v5, but the soft pairs still look like separate bugs rather than true duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43723 is the broadest and most representative of the repeated v5 tokenizer-loading failures, so it is the best anchor for the cluster.", + "summary": "This cluster is a loose collection of Transformers issues, mostly around v5 loading/import/save regressions, but the soft pairs are not true duplicates. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43723 is the broadest and most representative report of the shared tokenizer-loading regression theme, whereas the other issues are narrower, model-specific, or unrelated API/import problems.", "canonical_pr_reason": null, - "best_issue_reason": "It best matches the dominant theme among the nearby items (AutoTokenizer / tokenizer loading regressions in v5) while remaining generic enough to serve as the cluster representative.", + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it captures the most general failing path (AutoTokenizer loading in v5) that overlaps with several nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Unrelated: PEFT version pinning vs leftover dummy classes / dir(transformers) leak." - }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v5 behavior changes, but one is tokenization-space cleanup and the other is a model output difference; not the same bug." + "reason": "Both involve tokenizer behavior in v5, but one is about clean_up_tokenization_spaces semantics and the other about Pegasus output differences; not the same concrete bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems: position_ids buffer access vs optimizer stepping under deepspeed." + "reason": "A buffer-read error and a double optimizer-step issue in deepspeed are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions touching tokenizer/processor behavior, but they describe different failures and different affected APIs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Different import/export problems in unrelated files and code paths." + "reason": "Both are import/namespace problems, but one is a missing image_utils import and the other is leftover dummy PT objects leaking into dir(transformers); different causes." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Both involve imports, but they concern different symbols and failure modes." + "reason": "Missing AutoImageProcessor import and masked tokenizer errors without protobuf are distinct failures." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "One is a tokenization cleanup regression; the other is a processor/tokenizer API regression for multimodal inputs." + "reason": "Quantized model save failure and tokenizer save metadata mismatch are different save_pretrained bugs." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different save_pretrained bugs affecting different components (FP8/MoE vs tokenizer metadata)." + "reason": "One is wrong default config initialization for Phi4MultimodalConfig; the other is junk-filled non-persistent buffers in v5." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata issue is unrelated to the optimizer double-step bug." + "reason": "Tokenizer serialization metadata and double optimizer stepping are unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Different config initialization bug vs non-persistent buffer initialization bug." + "reason": "FineGrainedFP8 accuracy issues do not match processor.save_pretrained missing files." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Accuracy issue in FineGrainedFP8 vs processor.save_pretrained missing files are unrelated." + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to the auto_docstring annotation crash." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention saving, but they affect different save paths and different objects." + "reason": "Both mention saving, but one is FP8/moe model saving and the other is processor file emission; not the same bug." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "FeatureExtractor crash from unsupported arg is unrelated to the auto_docstring annotations error." + "reason": "A missing transformers.onnx module and missing PyTorch dependency are different import failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both are import errors, but they are different missing-module/dependency problems." + "reason": "MLflow reporting after failed training and a CustomTrainer signature mismatch are separate training issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; not the same underlying defect." + "reason": "Missing AutoImageProcessor and missing is_offline_mode from huggingface_hub are unrelated import/version issues." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer class metadata mismatch is not the same as the Qwen3.5 from_pretrained regression." + "reason": "A chat-completions endpoint regression and a Gemma4Processor _tokenizer AttributeError are different server/processor failures." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure and Qwen3.5 flash-attention generation failure are not the same code-path bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Tokenizer save metadata mismatch does not match the Qwen3.5 Moe from_pretrained regression." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different model internals and failure modes; no shared code-path evidence." + "reason": "A torch.split indexing issue and a remote-code/meta-initialization incompatibility are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same broad DSA area, but the reported bugs are different enough that they should not be merged." + "reason": "Both mention the DSA indexer, but one is about split return values and the other about a missing ReLU; different defects." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8/MoE save failure vs max_shard_size question are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Both are model loading/generation complaints, but they concern different checkpoints and symptoms." + "reason": "FP8 model save failure is unrelated to the max_shard_size default question." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job reporting bug vs Llama model loading regression are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "API request rejection in transformers serve vs Gemma4Processor missing _tokenizer are different code paths." + "reason": "MLflow reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Dependency import error vs MLflow reporting bug; no overlap." + "reason": "Missing PyTorch import and MLflow reporting after training failure are not duplicates." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training failure tracking vs embedding reinitialization on resize are unrelated." + "reason": "Trainer/MLflow reporting and embedding reinitialization in post_init are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template crash and annotation-introspection crash are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read issue vs processor.save_pretrained missing files are different bugs." + "reason": "Position_ids buffer read issues do not match missing processor save files." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect visual encoder keys saved are different Qwen-related bugs." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code meta-init incompatibility are not the same bug." + "reason": "A missing rms_norm_eps precision issue is unrelated to remote-code/meta initialization." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Processor chat-template crash vs auto_docstring annotation crash are unrelated." + "reason": "A docstring issue and a RoPE implementation issue are not the same underlying bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Docstring typo vs RoPE implementation discussion are not the same underlying change." + "reason": "Both are tokenizer-loading regressions in v5, but one is generic and the other is model-specific; not enough evidence they share the same concrete failure." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch are separate issues." + "reason": "Tokenizer loading in v5 and eos_token_id configuration inconsistency are different problems." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Both touch Qwen3.5/vision-related code, but one is meta-init incompatibility and the other is save_pretrained key serialization; not the same bug." + "reason": "Offline cache loading for tokenizers and quantized model saving failures are unrelated." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Same broad area (tokenizer loading), but different checkpoints and no evidence of one concrete shared bug." + "reason": "Sentence Transformers loading stalls and SigLIP2 zero-probability outputs are different issues." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer-loading failures for different tokenizers; not enough evidence of a single underlying defect." + "reason": "Generic AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure overlap only broadly; they are not clearly the same bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config defaulting bug vs rotary_pct reload regression are distinct issues." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Loading stall in Sentence Transformers vs zero-probability output in SigLIP2 are unrelated." + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving are unrelated." + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are different missing-symbol issues." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained regression are different problems." + "reason": "FP8 accuracy problems and Qwen3.5 Moe from_pretrained errors are not the same underlying defect." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but for different classes and different root causes." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are separate model/runtime issues." } ] }, @@ -11504,15 +11477,14 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:29127", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", "issue:42371", @@ -11525,6 +11497,7 @@ "issue:43122", "issue:43232", "issue:43408", + "issue:43452", "issue:43475", "issue:43576", "issue:43756", @@ -11559,280 +11532,273 @@ "issue:45600" ], "soft_pairs": [ - "issue:42831|issue:44038", - "issue:44263|issue:44373", - "issue:42757|issue:45278", "issue:43232|issue:45593", + "issue:44263|issue:44373", "issue:43756|issue:44060", + "issue:42757|issue:45278", "issue:43576|issue:43784", - "issue:42886|issue:43066", "issue:43122|issue:44521", + "issue:42886|issue:43066", "issue:42371|issue:44263", - "issue:44117|issue:44704", "issue:30990|issue:33357", + "issue:44117|issue:44704", + "issue:43232|issue:44743", "issue:42907|issue:44945", - "issue:44295|issue:44297", "issue:43976|issue:44945", - "issue:44704|issue:45290", "issue:43122|issue:44514", - "issue:43232|issue:44743", - "issue:39401|issue:44488", + "issue:44704|issue:45290", "issue:43408|issue:43475", - "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:44295|issue:44297", "issue:43232|issue:45245", + "issue:42907|issue:43937", "issue:43784|issue:45600", + "issue:39401|issue:44521", "issue:44360|issue:44485", "issue:41628|issue:45278", - "issue:39401|issue:44521", - "issue:44261|issue:44373", - "issue:44625|issue:44829", "issue:43116|issue:45200", + "issue:44625|issue:44829", "issue:29127|issue:30990", - "issue:44038|issue:44297", - "issue:43122|issue:44779", + "issue:44261|issue:44373", "issue:42371|issue:42831", + "issue:43122|issue:44779", "issue:42907|issue:44964", - "issue:44038|issue:44295", - "issue:36296|issue:43116" + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295" ], - "prepared_review_unit_hash": "01032f4587f4b7e36f2fec5c04a072d47de908b1c67c252b54782e5fb34364ef", + "prepared_review_unit_hash": "af9fee32d09b59cc1d9edd4a0fbf797d7d8e9c9661c4396e33d6e9bea84fa9af", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37780, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "soft_pair_count": 34, + "serialized_chars": 37545, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and largely heterogeneous: it mixes unrelated tokenizer regressions, import/API breakages, generation bugs, and model-specific issues. I do not see any soft edge that clearly represents the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate for the full cluster; if an umbrella is needed, issue 45278 is the broadest import-regression report, but it does not cover the rest of the cluster well.", + "summary": "This cluster is not a duplicate set: the items cover many unrelated Transformers issues (tokenization, multimodal chat templates, loading/import regressions, config mismatches, generation bugs, and model-specific architecture problems). The soft edges are mostly superficial keyword overlaps and should all be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the issues are heterogeneous and do not share one underlying bug or fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative only in a loose sense because it is the broadest user-facing regression in the set (import failures after upgrade).", + "best_issue_reason": "No best issue among these as a duplicate representative; none of the items is clearly the same underlying problem as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." + "reason": "Different bugs: generation kwargs handling after sync_gpus vs D-FINE auxiliary losses when denoising is off." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer split semantics vs a docstring issue; not the same bug." + "reason": "Unrelated: a torch.split return-value issue vs a wrong docstring for position_ids." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression." + "reason": "Different code paths: Smollm3 RoPE layer behavior vs a Qwen3-Next tied-weights warning." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Generation kwargs handling vs D-FINE auxiliary loss behavior; unrelated code paths." + "reason": "Both are import-related, but one is a missing is_offline_mode symbol and the other is broad import failures after a version update." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Smollm3 RoPE-layer issue vs Qwen3-Next tied-weights warning; different model internals." + "reason": "One is the transformers env command, the other is a sentence-transformers import NameError for nn." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "CLI/env command breakage vs sentence-transformers import NameError; different failures." + "reason": "Different failures: tokenizer behavior changed across versions vs assistant_masks being all-zero for multimodal inputs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure vs tokenizer decoder-type mismatch; not the same bug." + "reason": "Offline cache loading failure is not the same as a wrong tokenizer decoder type in v5." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer/version regression vs multimodal assistant_mask bug; different behavior." + "reason": "TF32 API/config behavior is unrelated to the torch.split return-values issue." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "TF32 settings migration vs DSA indexer logic; unrelated." + "reason": "Sentence Transformers loading hang and a MacOS bus error with a CLIP model are different problems." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback issue vs AutoProcessor kwargs forwarding; different layers." + "reason": "TOKENIZER_MAPPING_NAMES returning None is separate from AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Loading hang vs MacOS bus error; both are load-time failures but not the same defect." + "reason": "Different generation/state bugs: sync_gpus update handling vs recurrent states resetting with cache." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Model save/dequantization problem vs incorrect outputs under pipeline parallelism." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "position_ids buffer access vs tokenizer_config save metadata mismatch." + "reason": "Python version compatibility and pipeline-parallel output corruption are different issues." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Python version compatibility vs pipeline-parallel generation correctness." + "reason": "Tokenizer output differences across versions are not the same as apply_chat_template crashing on batched input with padding=False." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor file-loading kwargs vs chat-template crash on tool-call messages." + "reason": "Both involve API forwarding/template code, but one is cached_file kwargs propagation and the other is assistant tool-call crashing in apply_chat_template." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "General tokenization regression vs batched chat-template padding crash." + "reason": "These are separate SAM 3 issues: model-type warning vs missing fpn_position_embeddings attribute." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs recurrent-state reset in modular_qwen3_5." + "reason": "Qwen3 tokenizer offset_mapping bug and a model-loading failure for cjvt/sleng-bert are different bugs." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs failing to load a different model." + "reason": "One is about reading a registered position_ids buffer; the other is tokenizer_class mismatch on save_pretrained." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Config/model-type warning vs missing attribute on SAM3 vision output." + "reason": "Generation kwargs update after sync_gpus is unrelated to the category-count RuntimeError." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save/dequantization failure vs GenerationConfig validation error." + "reason": "Saving dequantized Ministrals/Devstrals is not the same as GLM-5 GenerationConfig validation failure." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Generation helper bug vs category-count runtime error; unrelated." + "reason": "Sentence-transformers import failure and auto_mappings.py referencing removed Sam3LiteText configs are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references." + "reason": "Tokenizer offset_mapping problems are different from multimodal assistant_masks being all-zero." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation logic vs GLM-5 RoPE implementation; different areas." + "reason": "A missing ReLU in DSA indexing is not the same as GLM-5 RoPE implementation concerns." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import failures, but one is a specific missing export and the other is a broader upgrade regression." + "reason": "Missing AutoImageProcessor import and broad post-update import errors are not the same concrete bug." }, { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer offset_mapping vs multimodal assistant mask generation; different bugs." - }, - { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Layer norm precision/config discussion vs a docstring complaint." + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaulting behavior." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 label propagation vs flash_attention_3 training degeneration; unrelated." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example script multi-label output issue vs Gemma 4 multimodal token-type IDs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 validation message clarity vs Sentence Transformers loading hang." + "reason": "A clearer error message for LayoutLMv3 boxes and Sentence Transformers loading stuck are different problems." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch; no shared code path." + "reason": "MLA q_a_layernorm precision/config issue is not the same as a wrong docstring for position_ids." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the reports are too general/specific to confidently be the same bug." + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy degradation are different issues." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "TF32 configuration guidance vs FineGrainedFP8 accuracy regression." + "reason": "Version-to-version tokenizer differences are separate from Deepseek tokenizer incorrect results in v5." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized-save failure vs multimodal model loading failure." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading microsoft/Phi-4-multimodal-instruct failing." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; unrelated." + "reason": "Qwen3-VL-Moe model bug and tokenizer_class mismatch on save_pretrained are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Tensor-parallel training bug vs example-script multi-label inference failure." + "reason": "Dequantized Ministrals/Devstrals save failure is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error do not appear to share the same code-path or fix." } ] }, @@ -11851,14 +11817,15 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:22355", "issue:29127", "issue:33453", + "issue:36296", "issue:38617", "issue:39401", "issue:42222", @@ -11871,7 +11838,6 @@ "issue:43122", "issue:43278", "issue:43441", - "issue:43452", "issue:43493", "issue:43673", "issue:43784", @@ -11887,15 +11853,14 @@ "issue:44075", "issue:44117", "issue:44222", - "issue:44291", "issue:44351", "issue:44485", "issue:44704", "issue:44779", + "issue:44912", "issue:44936", "issue:44945", "issue:44977", - "issue:45071", "issue:45072", "issue:45083", "issue:45216", @@ -11906,259 +11871,246 @@ "issue:45588" ], "soft_pairs": [ + "issue:36296|issue:43116", "issue:44038|issue:44222", - "issue:42907|issue:43452", "issue:43824|issue:44351", "issue:45216|issue:45478", - "issue:42757|issue:44351", - "issue:43992|issue:44704", - "issue:42907|issue:44222", "issue:43278|issue:44945", + "issue:43992|issue:44704", + "issue:42757|issue:44351", "issue:43122|issue:44977", + "issue:42907|issue:44912", "issue:43784|issue:45446", - "issue:43937|issue:44485", "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", "issue:38617|issue:45278", "issue:42222|issue:43441", - "issue:22355|issue:29127", - "issue:42371|issue:43874", "issue:43064|issue:43673", - "issue:43976|issue:45446", + "issue:42371|issue:43874", "issue:43116|issue:43493", - "issue:44038|issue:45478", - "issue:44222|issue:45478", "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", "issue:43116|issue:43825", + "issue:44222|issue:45478", "issue:43937|issue:45563", "issue:45083|issue:45446", "issue:33453|issue:39401", - "issue:39401|issue:44779", "issue:43931|issue:44945", + "issue:39401|issue:44779", "issue:44117|issue:45588", "issue:43827|issue:45446", - "issue:43937|issue:44977", - "issue:44291|issue:45071" + "issue:43937|issue:44977" ], - "prepared_review_unit_hash": "374a54e5ba88a4369f8c12ec5292f570e5146498c73aa87babdc626553ed52c0", + "prepared_review_unit_hash": "f50be6ef2fb1fe0a447aa0e6c9d1f98b0088e1da69ddfe4c7f512a90c615b871", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36935, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions surfaced by soft token/import similarity. None of the soft pairs look like the same concrete bug or change. issue:45278 is the closest umbrella for the import-error subset, but it is not a true canonical duplicate for the whole cluster.", - "confidence": 0.76, - "canonical_issue_reason": "No single issue cleanly covers the heterogeneous set; the strongest candidate would be issue:45278, but it is too broad to represent all items as one duplicate family.", + "summary": "All soft pairs look like false duplicates: they usually share a broad subsystem word (imports, tokenizer, MoE, training, generation) but describe different concrete failures, models, APIs, or code paths. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues is a safe representative for all the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest broad umbrella for the import-regression subset and the most plausible cluster representative, though still too generic to be a real duplicate canonical.", + "best_issue_reason": "If an umbrella must be chosen, issue 45278 is the broadest, but it is still too generic and not a good duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both mention MoE-related problems, but one is a general Qwen3-VL-Moe bug and the other is FP8 save_pretrained; different concrete failures." + "reason": "Different bugs: tensor-parallel training state issue vs. multi-label classification example returning empty results." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "One is about saving dequantized Ministral/Devstral models, the other about gguf_file loading for tokenizer/model classes; different code paths." + "reason": "Both mention MoE, but one is a Qwen3-VL loading/runtime bug and the other is FP8 save_pretrained behavior." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." + "reason": "Both are import errors, but for different missing symbols in different packages and code paths." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same fix." + "reason": "One is a save_pretrained checkpoint regression; the other is a from_pretrained loading error." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Unrelated import failures from different packages/symbols: huggingface_hub offline mode vs transformers HybridCache." + "reason": "Different symptoms and paths: dtype change between train/eval vs. incorrect output under pipeline parallelism." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are different bugs in different layers." + "reason": "UMT5 model weight-loading bug vs. AutoProcessor kwargs not being forwarded to cached_file." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Dequantized model saving and FP8 MoE save_pretrained are distinct serialization issues." + "reason": "Unrelated import failures from different libraries and symbols." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Dtype mismatch between train/eval and incorrect pipeline parallelism output are different runtime bugs." + "reason": "Tokenization regression across versions vs. Qwen3.5 generation failure with flash-attention." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:42907", + "right": "issue:44912", "accept": false, - "reason": "Both are tokenizer regressions, but one is generic tokenizer behavior across versions and the other is Deepseek-specific incorrect output." + "reason": "Different quantization/save issues: dequantized model saving vs. MXFP4 load fallback to bf16." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and a flex_attention version check bug are unrelated." + "reason": "Sentence-transformers import NameError vs. a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM thread usage is unrelated to dtype mismatches in inference tests." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different failures." + "reason": "GenerationConfig validation error vs. RoPE implementation discussion; not the same bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in unrelated models are not the same bug." + "reason": "Transformers.onnx missing module import vs. a LayoutLMv3 error-message clarity issue." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad meta-report about many import errors; 38617 is a specific missing symbol import error and not clearly the same concrete issue." + "reason": "Specific missing import vs. a broad umbrella about many import errors; not the same concrete failure." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import breakage and Ministral flash-attention failure affect different models and code paths." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "A missing transformers.onnx module import and a LayoutLMv3 error-message clarity issue are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a GLM46V image patch-count helper bug are unrelated." + "reason": "VitPose import breakage vs. Ministral-3 FlashAttention failure are distinct model-specific issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and chunked_prefill cache handling are different training vs generation bugs." + "reason": "Wrong optimizer state handling in FSDP2/PEFT training is unrelated to missing cache in chunked prefill generation." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Python version compatibility and a flex_attention import/version check bug are unrelated." + "reason": "TF32 warning/settings issue is unrelated to a missing image-patch method in GLM46V image processing." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example behavior and SigLIP2 implementation discrepancy are different issues." + "reason": "Example-script multi-label classification bug vs. SigLIP2 implementation discrepancy." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both mention Qwen MoE and version regressions, but they concern different model variants and different failure modes." + "reason": "SGD argument handling bug vs. trainer.evaluate() failing after training." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." + "reason": "Python version compatibility problem vs. an import/version check bug in flex_attention." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train() are distinct training issues." + "reason": "Both involve Qwen MoE, but they are different models, versions, and failure modes (loading vs. from_pretrained)." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Classification example output and pipeline() error-message docs behavior are unrelated." + "reason": "FP8 save_pretrained issue is not the same as a Qwen3.5 from_pretrained loading error." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation bugs." + "reason": "Invalid GenerationConfig vs. stale warning for num_return_sequences during paged generate are different problems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe feature-length helper issue and a flex_attention import check bug are unrelated." + "reason": "Feature-extraction length helper bug in qwen3_omni_moe is unrelated to a flex_attention import/version check." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer loading regression vs Qwen3 tokenizer offset_mapping bug; too broad and not the same failure." + "reason": "Tokenizer loading regression vs. incorrect offset_mapping for Qwen3 tokenization." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43931", + "right": "issue:44945", "accept": false, - "reason": "Both are tokenizer regressions, but different models and different symptoms (offset mapping vs incorrect output)." + "reason": "Model weight-shape mismatch at load time vs. incorrect LLM output under pipeline parallelism." }, { - "left": "issue:43931", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Qwen3-VL-30B-A3B weight-shape mismatch and pipeline parallelism output corruption are unrelated." + "reason": "Both are tokenizer correctness issues, but they affect different models and likely different tokenizer code paths." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different null-handling bugs." + "reason": "TOKENIZER_MAPPING_NAMES None-handling bug vs. flash_attention crash on sink-less models are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() after removals and a flex_attention import/version bug are unrelated." + "reason": "Documentation stale after pipeline removal vs. a PyTorch version-check import bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation config invalid and Qwen3.5 flash-attention generation failure are different model-specific bugs." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "init_empty_weights unexpected argument and PretrainedConfig type-checking breakage are different regression surfaces." + "reason": "GenerationConfig validation and flash-attention generation failure are different code-path failures." } ] }, @@ -12177,8 +12129,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12192,11 +12144,9 @@ "issue:42673", "issue:43012", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43421", - "issue:43441", "issue:43450", "issue:43577", "issue:43582", @@ -12210,13 +12160,14 @@ "issue:44117", "issue:44220", "issue:44261", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", - "issue:44493", "issue:44496", "issue:44829", "issue:44933", + "issue:45071", "issue:45081", "issue:45216", "issue:45278", @@ -12232,270 +12183,245 @@ "issue:45656" ], "soft_pairs": [ + "issue:44291|issue:45071", "issue:43450|issue:43986", + "issue:42673|issue:43906", "issue:45341|issue:45561", "issue:45405|issue:45446", - "issue:42673|issue:43906", - "issue:44829|issue:45216", + "issue:44117|issue:45081", "issue:39401|issue:43421", - "issue:44410|issue:45310", + "issue:44829|issue:45216", "issue:38617|issue:41628", - "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", "issue:44484|issue:45310", "issue:42371|issue:44261", - "issue:42222|issue:45542", - "issue:43408|issue:43742", - "issue:42673|issue:43582", "issue:42175|issue:42222", + "issue:42673|issue:43582", "issue:43937|issue:44496", - "issue:42673|issue:43577", + "issue:44483|issue:45464", "issue:38617|issue:44220", - "issue:44933|issue:45278", + "issue:42673|issue:43577", "issue:42617|issue:45341", - "issue:43012|issue:43577", + "issue:44933|issue:45278", "issue:44075|issue:45656", - "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:43066|issue:43122", "issue:44410|issue:45478", - "issue:43673|issue:45341", "issue:43874|issue:44261", "issue:44484|issue:45478", - "issue:43097|issue:44493", - "issue:42222|issue:45459", - "issue:43441|issue:44829" + "issue:42222|issue:45459" ], - "prepared_review_unit_hash": "67ae749118ba35c7afbe7b9be5f1298e93001fe7fb2d10b61384f25f4042928a", + "prepared_review_unit_hash": "39f1f0e3183dc014a05f806b4667377d32eca572c6768717a53a18446469a5ab", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36785, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes tokenizer regressions, import errors, model-loading bugs, optimizer issues, testing-utils bugs, and API failures. The soft edges are mostly topical similarity, not the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the broadest representative of the set (upgrade-related import errors), but the cluster is not a single duplicate family.", + "summary": "This cluster is mostly a grab-bag of unrelated transformer regressions: import/export issues, tokenizer behavior changes, model-loading bugs, video/optimizer/runtime problems, and backend/config warnings. I did not find any soft pair that is clearly the same concrete bug, so all soft edges are rejected. The closest theme is the broad import-regression report, but it still does not unify the rest of the set.", + "confidence": 0.61, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single anchor if one must be chosen, because it captures the widest upgrade/regression theme among otherwise unrelated issues.", + "best_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading), so it is the best representative issue, even though it does not cover the unrelated tokenizer/model/runtime bugs in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are model-loading/type-checking regressions, but they describe different failure modes and likely different code paths." + }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both are video/processor-related, but one is batched-shape output and the other is a torchvision-dependent AutoProcessor crash; different bugs." + "reason": "Video processor shape bug vs missing torchvision crash; same area, but not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a generic reproduction of another issue." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing_utils, but one is a generic bug in testing_utils.py and the other is an xdist race on captured_info.txt; not the same failure." + "reason": "Both mention testing_utils, but one is a vague note and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unrelated problems: a PEFT version pin vs an incorrect PyTorch version check for flex_attention imports." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "Different symptoms and code paths: a Qwen3 VRAM leak with multiple dataloader threads vs a reproduction of an older issue." + "reason": "PyPI version bump problem and a PyTorch version check bug are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "FlashAttention-3 training degeneration and a Qwen3.5 save_pretrained regression are separate model-path bugs." + "reason": "Tokenizer mapping None and Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset_mapping mismatch vs runtime post-processor not updating when special tokens change; related area, different bug." + "reason": "Wrong offset mapping and runtime special-token/post-processor update behavior are separate tokenizer issues." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and code paths." + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different missing imports (`layer_type_validation` vs `AutoImageProcessor`); same broad theme, not the same issue." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are distinct tokenizer failures." + "reason": "Both are import errors, but they concern different missing symbols and likely different export breaks." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "A max_shard_size question in save_pretrained is unrelated to the Qwen3.5 MoE loading error." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API guidance and an MLA rms_norm_eps precision issue are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Vitpose model breakage and a tensorboard-only TensorFlow backend error are different subsystems and bugs." + "reason": "Different Qwen3-family model-loading failures; not the same concrete bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 tracker warning and a MobileLLM key error are unrelated model-loading issues." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer/v5 regressions, but one is decoder-type selection and the other is changed tokenization output; not the same concrete bug." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained error." + "reason": "Model-type warning and key error when loading a model are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Generation cache missing in v5.0.0 chunked_prefill vs a testing_utils bug; unrelated." + "reason": "ViTPose model breakage and missing TensorFlow backend wiring are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Image patch counting for GLM46V and MLA layernorm epsilon precision are separate multimodal vs config issues." + "reason": "Both hit chat/completions, but one is a generic request rejection and the other is a streaming inference failure on a specific model." }, { "left": "issue:44484", - "right": "issue:45478", + "right": "issue:45464", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE loading failure." + "reason": "These are unrelated: shard-size question vs chat/completions streaming bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Tie-embeddings API removal and unexpected position-id keys are different regression classes." + "reason": "3d_parallel.py failure and a testing_utils bug do not share a concrete root cause." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Vitpose breakage and a tokenizer protobuf error are unrelated." + "reason": "The broad import-error umbrella may include it, but this is still just one specific missing import and not enough to treat as the same bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 failure in v5 RC and the other is degenerate training with flash_attention_3; not the same bug." + "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer bugs." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "One is a specific missing import from image_utils; the other is a broad report of many import errors after upgrade. Related theme, not duplicate." + "reason": "PyTorch warning during bfloat16 compilation and BLIP2 dtype not propagating are different dtype problems." }, { - "left": "issue:42617", + "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + "reason": "Generation cache missing and testing_utils bug are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A compile-time float32 warning for bf16 and BLIP2 dtype fields staying float32 are different dtype/precision problems." + "reason": "Both are tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "SGD args ignored and optimizer.step called twice with deepspeed are separate optimizer bugs." + "reason": "Same model family, but different symptoms and likely different loader paths." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Chat/completions request rejection and a streaming inference failure on Qwen3.5 are different API/runtime issues." + "reason": "Image-patch counting AttributeError and MLA rms_norm_eps precision issue are unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Same as the other tokenizer pair: related v5 regression area, but not the same concrete defect." + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained error are not the same bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Same as above: both Qwen-related, but the underlying failures differ." + "reason": "ViTPose model breakage and tokenizer protobuf error hiding are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Generation cache regression vs testing-utils bug; no shared code-path." + "reason": "TF32 configuration warning and MLA epsilon precision bug are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different multimodal/image-processing bug versus MLA layernorm epsilon issue." + "reason": "Missing TensorFlow backend in torch-only install and vitpose model breakage are different issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Save_pretrained shard-size discussion does not match the Qwen3.5 MoE loading bug." + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon TypeError in caching warmup are unrelated." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different regressions: embedding/encoder-decoder tie removal vs unexpected position-id keys." + "reason": "GenerationConfig invalid vs unrecognized model/config mismatch are different loading failures." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Vitpose model breakage and protobuf-related tokenizer error are unrelated." + "reason": "ImportError from configuration_utils and fbank feature extraction bug are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Both are FlashAttention-related, but the failing model and concrete symptom differ too much to merge." + "reason": "VRAM leak and BLIP2 dtype propagation are unrelated." } ] }, @@ -12514,8 +12440,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12527,19 +12453,17 @@ "issue:43066", "issue:43097", "issue:43335", - "issue:43352", "issue:43408", + "issue:43441", "issue:43452", "issue:43502", "issue:43531", - "issue:43550", "issue:43824", "issue:43825", "issue:43873", "issue:43874", "issue:43906", "issue:43931", - "issue:43976", "issue:43986", "issue:43992", "issue:44038", @@ -12550,10 +12474,11 @@ "issue:44315", "issue:44351", "issue:44368", - "issue:44380", "issue:44410", + "issue:44464", "issue:44484", "issue:44485", + "issue:44493", "issue:44655", "issue:44704", "issue:44829", @@ -12569,301 +12494,268 @@ "issue:45588" ], "soft_pairs": [ - "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43441|issue:44829", "issue:43012|issue:43408", + "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:43986|issue:44484", "issue:45003|issue:45341", + "issue:43986|issue:44484", "issue:43931|issue:44038", "issue:43986|issue:45341", "issue:43335|issue:45071", "issue:44117|issue:44987", "issue:43097|issue:43452", - "issue:43874|issue:44263", "issue:43408|issue:44368", - "issue:43976|issue:45071", - "issue:44829|issue:45245", + "issue:43874|issue:44263", + "issue:44464|issue:45071", "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:43064|issue:44315", - "issue:38617|issue:42757", + "issue:44829|issue:45245", "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43064|issue:44315", "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:38617|issue:44351", "issue:44062|issue:44117", + "issue:44038|issue:44410", "issue:43097|issue:45588", + "issue:38617|issue:44351", "issue:44704|issue:45103", - "issue:43502|issue:43992", "issue:43986|issue:44117", + "issue:43502|issue:43992", "issue:43824|issue:43986", "issue:43097|issue:43873", "issue:43066|issue:43906", - "issue:43352|issue:44380", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:38617|issue:43097", - "issue:43012|issue:44368", - "issue:43012|issue:43550" + "issue:43825|issue:44655" ], - "prepared_review_unit_hash": "14866d38f264f3aa958b783fc807d708f27cbd2016e5bd9a9b0b8f14937c4f63", + "prepared_review_unit_hash": "cc0df3b10efa9a97e37502707cacfdf0231eaffcb4171261621cb11f8110d2fa", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39088, - "estimated_input_tokens": 9772, - "estimated_eval_tokens": 19800 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37623, + "estimated_input_tokens": 9406, + "estimated_eval_tokens": 19068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers bug reports. Several pairs are superficially similar import/API regressions, but none look like the same underlying bug/change strongly enough to merge.", - "confidence": 0.84, - "canonical_issue_reason": "If a single issue must anchor the cluster, 43097 is the broadest concrete v5 API-regression report and has the most signs of being a useful representative. But the set is not a true duplicate cluster.", + "summary": "These items are mostly distinct Transformers regressions across imports, loading, configs, attention, and tokenizer behavior. None of the soft-edge pairs looks like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the best cluster representative: it is a concrete, user-facing v5 regression, has inbound references, and sits in the same broad class of API-breakage reports as several other items here. It is not a duplicate of the others, but it is the most canonical-looking issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best representative because it is a concrete, widely relevant v5 breakage with inbound references and clearer standalone impact than the others.", + "best_issue_reason": "issue:43097 is the strongest single issue to anchor triage because it is specific, broadly impactful, and clearly documented. Compared with the rest, it has the best mix of clarity and ecosystem relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: one is a removed tie_embeddings API/config warning, the other is a position-id key warning. Same general version era, but not the same code-path." + }, + { + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different bugs: torch.split indexing behavior vs RoPE implementation." + "reason": "Both mention FlashAttention, but one is a Ministral-3 inference failure and the other is degenerate training with flash_attention_3. Different failure modes and likely different fixes." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "One is a PyTorch bfloat16 warning; the other is a model-type mismatch warning." + "reason": "A compile-time bfloat16 precision warning is unrelated to a model-type mismatch warning when instantiating sam3_tracker from sam3_video." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM torch.split indexing behavior is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor vs PretrainedConfig type-checking regression." + "reason": "Missing AutoImageProcessor export and PretrainedConfig type-checking regression are different import/config issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking breakage is unrelated to TensorFlow/backend detection." + "reason": "A type-checking regression in PretrainedConfig is not the same as an undefined TensorFlow backend caused by tensorboard-only installs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is not the same as missing qkv/gate projections." + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is missing projections in qwen3next layer 0. Different model families and bugs." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Missing torchvision-dependent AutoProcessor path differs from save_pretrained shard-size behavior." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + "reason": "AutoProcessor crashing without torchvision is unrelated to the max_shard_size default question in save_pretrained." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different model families and failure modes: weight mismatch vs Qwen3-VL-Moe bug." + "reason": "These are different Qwen vision/model-loading regressions with different symptoms and targets." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crash without torchvision is not a testing utility issue." + "reason": "Video-model AutoProcessor/torchvision crash is unrelated to a testing_utils bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 is unrelated to PretrainedConfig type checking." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failure." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removed tie_embeddings API and gguf_file loading breakage are different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer mapping bug; loading physical-intelligence/fast is a separate model-load failure." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Missing image-patch method and torch.split return values are unrelated bugs." + "reason": "Removed tie_embeddings API and gguf_file loading failures affect different code paths and different user operations." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Model-type warning mismatch is not the same as tie_word_embeddings warning." + "reason": "A wrong model-type warning is not the same as the tie_word_embeddings warning in a fine-tuning context." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Python version compatibility problem is not a PretrainedConfig typing regression." + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to a torch.split return-value issue." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:44464", + "right": "issue:45071", "accept": false, - "reason": "FlashAttention 3 training degeneration is unrelated to category-cardinality RuntimeError." + "reason": "Compiled forward chunked-generation inconsistency is unrelated to a typing regression in PretrainedConfig." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision crash is different from mistral_common ReasoningEffort import failure." + "reason": "A crash due to missing torchvision is different from an ImportError for ReasoningEffort in mistral_common." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not a testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration and a categories-over-2^24 RuntimeError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying in model_init." + "reason": "Missing rms_norm_eps causing precision drift is not the same bug as the GLM-5 RoPE implementation issue." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different packages; not the same import regression." + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules and likely different fixes." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Layernorm epsilon precision discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Distributed optimizer-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing attention projections and dropped config field are different model/config issues." + "reason": "Missing layer projections in qwen3next is unrelated to a config field being silently dropped by @strict." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Qwen3-VL-Moe bug and qwen3next projection bug affect different models/code paths." + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the same as TOKENIZER_MAPPING_NAMES sometimes returning None." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "layer_type_validation and HybridCache are separate missing exports." + "reason": "These are different Qwen-family regressions with different model components affected." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "AddedToken keyword collision is unrelated to tokenizer mapping assumptions." + "reason": "A removed embedding-tying API is unrelated to an AttributeError in flash_attention.py for sink-less models." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Embedding-tying API removal is unrelated to flash_attention.py s_aux=None crash." + "reason": "Both are import errors, but they are for different names and different subsystems; not the same underlying bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Cached-file kwargs forwarding and auto_docstring annotation handling are different bugs." + "reason": "Not passing kwargs to cached_file is unrelated to the auto_docstring future-annotations crash." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leak is unrelated to missing embed_tokens.weight on load." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Torchvision-dependent AutoProcessor crash is unrelated to tokenizer mapping None behavior." + "reason": "Local-files-only still making API calls is a loading/network-policy bug, not a missing embed_tokens.weight issue." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Qwen2.5-VL import failure and video-model/torchvision crash are different import paths." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Embedding-tying removal and quantization offloading issue are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as the isolated reproduction bug." + "reason": "A missing Qwen2_5_VLForConditionalGeneration export is different from a torchvision-dependent AutoProcessor crash." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Flash Attention 2 support error for Nemotron differs from GPT2 attention scaling being ignored." + "reason": "Same as above: different code paths, different symptoms, different fixes." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Translation-task error message and Pipeline save_pretrained support are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to shard-size default behavior." - }, - { - "left": "issue:38617", - "right": "issue:43097", - "accept": false, - "reason": "Both are import/API regressions, but they concern different symbols and breakages." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Precision warning on bfloat16 compilation is unrelated to tie_word_embeddings warning." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "PyTorch warning under compile is unrelated to Bamba SDPA compile failure." + "reason": "Pipeline task-support messaging and save_pretrained pipeline serialization are unrelated bugs." } ] }, @@ -12882,8 +12774,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -12897,13 +12789,13 @@ "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", "issue:43381", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43550", "issue:43582", @@ -12915,16 +12807,17 @@ "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", - "issue:44188", "issue:44220", "issue:44230", "issue:44263", + "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", - "issue:44492", "issue:44514", "issue:44655", "issue:44683", @@ -12933,298 +12826,300 @@ "issue:45290", "issue:45381", "issue:45440", - "issue:45479", - "issue:45593" + "issue:45479" ], "soft_pairs": [ + "issue:43352|issue:44380", + "issue:43992|issue:44484", + "issue:43097|issue:43901", + "issue:43012|issue:44368", + "issue:43012|issue:43550", "issue:42886|issue:43381", "issue:43208|issue:43550", - "issue:42907|issue:44655", "issue:44380|issue:45479", + "issue:42907|issue:44655", "issue:43352|issue:43976", "issue:43064|issue:44380", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:43208|issue:43526", "issue:36683|issue:43582", + "issue:44483|issue:44514", "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:43618|issue:44380", "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:43299|issue:43867", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43299|issue:43867", "issue:44483|issue:45381", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43901|issue:44655", "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:42994|issue:44655", "issue:43867|issue:45216", "issue:43352|issue:43937", - "issue:42994|issue:44655", - "issue:44220|issue:44655", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:43066|issue:45381", "issue:44263|issue:45440", - "issue:43976|issue:44938", + "issue:43066|issue:45381", "issue:36010|issue:42757", - "issue:36683|issue:43525", - "issue:43064|issue:44492", - "issue:43352|issue:45593", - "issue:43618|issue:45216", - "issue:44188|issue:44380" + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "2781d11258e51de225e9addafa9de0e414559339a5ea7e52f43cae52f1985a82", + "prepared_review_unit_hash": "d0630b357f4223e3c50adfffdd2d14fd5a67322612e06416811b6ff5856220fe", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38098, - "estimated_input_tokens": 9525, - "estimated_eval_tokens": 19306 + "serialized_chars": 38198, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model/config attribute bugs, tokenizer/chat-template regressions, save/load serialization problems, attention-backend issues, and training/distributed bugs. None of the soft pairs looks like the same underlying bug, so no duplicate collapse is safe.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated failure modes and subsystems rather than one common bug.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the only likely duplicate-like pair is the CLIP v5 regression around missing optional outputs. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43761 is the best canonical anchor for the only true near-duplicate subgroup: it explicitly tracks the v5 CLIP regression and subsumes the sibling missing-attentions report.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists for this mixed cluster; issue:44380 is relatively broad, but it still does not represent the rest of the set.", + "best_issue_reason": "issue:43761 is the strongest representative in this cluster because it is concrete, regression-labeled, and has the clearest duplicate signal compared with the rest of the heterogeneous issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different attention-backend symptoms; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint weight-loading failure vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed config API vs documentation mismatch for a pipeline flag; different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One is a PyTorch precision warning during compile; the other is a tie_word_embeddings warning in finetuning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different compile/runtime warnings and different model/backends." + }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache/tokenizer loading failure vs gradient checkpointing in eval mode; unrelated code paths." + "reason": "Offline cache loading vs gradient checkpointing eval-mode behavior; unrelated." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM small-model training bugs vs Bamba torch.compile/SDPA failure; different models and root causes." + "reason": "xLSTM training bugs vs Bamba torch.compile+SDPA failure; different code paths." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Dequantized model saving vs Pipeline.save_pretrained; both involve saving, but not the same bug." + "reason": "Attention scaling backend bug vs sequence-classification zero-loss bug; not the same defect." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling/backend regression vs degenerate zero-loss classification bug; different behavior and subsystem." + "reason": "Dequantized model save failure vs pipeline save_pretrained support; different save paths." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support error for Nemotron vs Python version compatibility failure; unrelated." + "reason": "FlashAttention support issue vs Python version compatibility issue; no duplicate." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling ignored under backends; different failure modes." + "reason": "Distributed optimizer-state bug vs GPT2 attention scaling bug; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing config attribute vs AppleSilicon allocator TypeError; no shared bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API rejection vs batched chat template crash with padding=False; different entrypoints." + "reason": "Server chat-completions request rejection vs tokenizer chat-template crash; different layers and failures." }, { "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIPOutput attentions missing vs GPT2 attention scaling/backend issue; not the same bug." + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where optional vision-model outputs are not populated correctly (attentions/hidden_states missing)." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training issues vs BeitImageProcessorFast label reduction bug; unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon warmup TypeError; different modules and causes." + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels bug; unrelated." }, { "left": "issue:43618", - "right": "issue:43761", + "right": "issue:44380", "accept": false, - "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; distinct regressions." + "reason": "CLIP output regression vs GPT2 attention-scaling backend behavior; different models and symptoms." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "bf16 compile warning vs compiled flex_attention failure on torch>=2.9; different issues." + "reason": "Compile-time warning vs flex_attention compile failure on newer torch; not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Hub import error for is_offline_mode vs missing Qwen2_5_VL export from transformers; unrelated symbols." + "reason": "Different import errors from different packages and symbols." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe load regression vs state_dict sorting load error; different failure modes." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe bug vs fp8 inference support request; not the same concrete problem." + "reason": "Broad Qwen3-VL-Moe breakage vs fp8 inference support request; not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "OpenAPI chat/completions rejection vs assistant tool-call chat template crash; different APIs and failure points." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorted load error; different loading defects." + "reason": "Chat-completions API rejection vs assistant tool-call chat-template crash; different bugs." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated." + "reason": "API request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Import error in configuration_utils vs local_files_only still making network requests; different layers." + "reason": "ImportError for a removed symbol vs local_files_only still making network calls; different problems." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same bug." + "reason": "Different RoPE issues in different models; same general area but not the same concrete bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; docs vs serialization." + "reason": "Docs/behavior mismatch vs pipeline serialization issue; unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model-specific attributes." + "reason": "Different missing-attribute bugs in different model configs/outputs." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Load failure with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; load-path vs save-path bugs." + "reason": "Audio feature extraction bug vs pipeline save_pretrained issue; unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5; unrelated issues." + "reason": "Quantized model saving failure vs pipeline object serialization; different save paths." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Quantized model saving failure vs Pipeline save_pretrained failure; both are save-related but distinct." + "reason": "Load failure from sorted state_dict vs wrong checkpoint saved by save_pretrained; not the same defect." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "_torch_extract_fbank_features bug vs Pipeline.save_pretrained issue; unrelated functionality." + "reason": "FlashAttention support issue vs invalid GenerationConfig issue; unrelated." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; different code paths." + "reason": "PatchTSMixer post_init policy issue vs GPT2 attention scaling backend bug; different code paths." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config attribute bug vs patchtsmixer post_init restriction; not the same underlying change." - }, - { - "left": "issue:43066", - "right": "issue:45381", - "accept": false, - "reason": "Wrong tokenizer decoder type vs Qwen2.5-VL video position-id bug; different tokenizer/model logic." + "reason": "Config missing attribute vs model post_init validation issue; unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "torch.split return values bug in GlmMoeDsaIndexer vs DeepseekV3MoE divergence; different MoE implementations." + "reason": "torch.split indexing behavior vs DeepseekV3MoE divergence; not the same bug." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Python version support regression vs Python 3.14 load failure; same broad topic, but not the same concrete bug." + "reason": "Tokenizer decoder-type regression vs Qwen2.5-VL video position-id bug; different subsystems." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different missing symbols." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar pattern but different model-specific attributes." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Distributed optimizer-state bug vs typo in cache strategy names; unrelated." + "reason": "Import errors for different symbols from different modules." }, { - "left": "issue:43352", - "right": "issue:45593", - "accept": false, - "reason": "Flash Attention support error vs D-FINE auxiliary-loss behavior; completely different features." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attentions assignment regression vs Qwen3.5 checkpoint saving regression; unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Both involve attention/backends, but one is kernel divergence under torch.compile and the other is GPT2 scaling ignored; not the same bug." + "reason": "Python 3.9/3.10 compatibility regression vs Python 3.14 load failure; different version-specific issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43618/43761) is a plausible near-duplicate based on CLIP v5 optional-output regressions, and the other pairs are reasonably rejected as heterogeneous. No PRs are present, which is consistent with the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13236,8 +13131,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -13249,13 +13144,14 @@ "issue:42890", "issue:43010", "issue:43064", - "issue:43065", "issue:43352", "issue:43502", + "issue:43525", "issue:43575", "issue:43618", "issue:43723", "issue:43867", + "issue:43881", "issue:43931", "issue:43976", "issue:43992", @@ -13263,23 +13159,22 @@ "issue:44075", "issue:44077", "issue:44112", - "issue:44222", - "issue:44242", + "issue:44188", "issue:44246", "issue:44355", "issue:44360", - "issue:44387", + "issue:44380", "issue:44484", + "issue:44492", "issue:44556", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", - "issue:45125", + "issue:45216", "issue:45278", "issue:45310", - "issue:45341", "issue:45357", "issue:45375", "issue:45381", @@ -13287,10 +13182,16 @@ "issue:45478", "issue:45561", "issue:45588", + "issue:45593", "issue:45600" ], "soft_pairs": [ - "issue:36683|issue:44242", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:36683|issue:43881", + "issue:43618|issue:45216", "issue:43352|issue:43931", "issue:43010|issue:45278", "issue:43992|issue:45310", @@ -13299,16 +13200,16 @@ "issue:36683|issue:43064", "issue:44355|issue:44855", "issue:42890|issue:45561", - "issue:44938|issue:45071", "issue:43867|issue:45357", + "issue:44938|issue:45071", "issue:43992|issue:45478", - "issue:43010|issue:43976", "issue:44938|issue:45381", + "issue:43010|issue:43976", "issue:44360|issue:45440", "issue:43618|issue:44077", "issue:36296|issue:43575", - "issue:43867|issue:44484", "issue:43618|issue:44857", + "issue:43867|issue:44484", "issue:43618|issue:45588", "issue:28282|issue:33453", "issue:42890|issue:44964", @@ -13316,226 +13217,234 @@ "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43723|issue:44556", - "issue:43010|issue:44075", - "issue:44222|issue:45125", - "issue:42890|issue:45341", - "issue:44387|issue:44556", - "issue:43010|issue:43065" + "issue:43010|issue:44075" ], - "prepared_review_unit_hash": "e089802d81d50baa1ad1ec252029e4def773e0cefcdf891db8f94a64c11dd5ab", + "prepared_review_unit_hash": "9bf7c551b2919485fa95dea68f2b2013abad6f7dacc95fd26a07ffa5d79b0bc1", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35955, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated regression reports, with one clear duplicate-like pair around import-time slowdown. The broadest umbrella issue is the open report about many import errors after upgrading to v5.5.0.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45278 is the broadest and most central user-facing regression report in the set: it captures multiple import failures after upgrading from 4.57.0 to 5.5.0 and can serve as the umbrella issue for nearby import/load regressions.", + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers bugs. The only strong duplicate-looking pair is the import-time slowdown report, where one issue names the root cause and the other describes the same symptom more generally.", + "confidence": 0.85, + "canonical_issue_reason": "issue:41669 is the best issue canonical: it gives the concrete root cause for the import slowdown (`import *` in model modules) and is the most actionable representative of the only likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall issue candidate because it is open, recent, and phrased as a broad umbrella regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:41669 is the best overall issue to keep because it is the most specific root-cause report and best explains the shared import-performance symptom seen in issue:44246.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Completely different failures: Flash Attention support gating vs auxiliary-loss behavior." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention kernels, but the code paths and failure modes are distinct." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state/FSDP training bug vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different models and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Different subsystems and failure modes: Gemma3 config attribute error vs MoE load-balancing-loss handling." + "reason": "One is a CLIP output field regression; the other is incorrect save_pretrained checkpoint contents." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Unrelated model-specific errors: Flash Attention 2 support gate vs Qwen3-VL weight-shape mismatch." + "reason": "Different multimodal model-load problems; no shared concrete bug path." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "One is about cache/layer update decoration, the other is a broad import-error regression; not the same bug." + "reason": "torch.no_grad on cache updates is unrelated to broad import errors after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve from_pretrained, but the models and root causes differ; not enough evidence of one underlying bug." + "reason": "Both are from_pretrained/load issues, but for different models and different missing/incorrect keys." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same import-time regression/slowdown in transformers import behavior; one identifies the cause, the other reports the symptom." + "reason": "Same underlying import-performance regression: 41669 identifies the root cause, while 44246 reports the same slow-import symptom." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different issues: state_dict sorting load error vs config field being dropped by @strict." + "reason": "Different serialization/config bugs; one is state_dict ordering during load, the other is a missing vision config field." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different training/runtime problems; no shared concrete code-path bug." + "reason": "Config attribute error vs FSDP/PEFT optimizer-state corruption; unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is compiled-file handling and the other is a Python 3.13 @torch.jit.script parsing problem." + "reason": "Both are import-related failures, but one is compiled-Python issues and the other is a Python 3.13 torch.jit parse problem." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test failures, but one is missing set_seed and the other is a pytest-xdist file race; not the same bug." + "reason": "Different test flakiness causes: missing set_seed vs xdist file-race." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Python version import failure and PretrainedConfig type-checking regression are different issues." + "reason": "Load-time state_dict issue vs save_pretrained checkpoint-key regression; opposite directions and different root causes." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Different Qwen-related save/load bugs affecting different artifacts and symptoms." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are related only broadly, not the same bug." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same family of from_pretrained reports, but different models and mismatched failure details; not a single concrete bug." + "reason": "Different Qwen3.5/Gemma-style load issues with different failure mechanisms." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Unrelated: cache/layer update decoration vs Python-version compatibility regression." + "reason": "Python-version import failure vs Qwen2.5-VL vision-position bug; unrelated." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Different problems: Python 3.14 load failure vs qwen2.5-vl video position IDs being wrong." + "reason": "Cache update annotation bug is unrelated to the Python-version compatibility issue." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different code paths and symptoms; no evidence of a shared defect." + "reason": "Different model/math bugs with no shared code path." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "CLIP output regression vs patchtsmixer post_init handling; unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on a specific model load." + "reason": "Tensor-parallel training bug vs tensor-parallel OOM on a specific model; not the same underlying defect." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Model-load error and save_pretrained shard-size question are unrelated." + "reason": "Different subsystems: CLIP outputs vs mixed-precision loss crash." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Different runtime errors in different components; not the same underlying bug." + "reason": "Load failure from ordered state_dict vs a save_pretrained shard-size question; unrelated." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different failures in different features; no common code-path." + "reason": "Both mention attention, but one is a missing output field and the other is a sink-less flash-attention crash." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to tokenizer loading regression." + "reason": "PyTorch-not-installed import error vs tokenizer-loading regression; unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding issue vs model-load failure for Phi-4 multimodal are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44062", - "accept": false, - "reason": "Local-files-only network leak and AddedToken keyword conflict are unrelated tokenizer/library bugs." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility across versions; not the same bug." + "reason": "CI test flakiness vs a specific model load failure; different bugs." }, { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 CUDA memory regression and checkpoint reload failure are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Cache update decoration bug vs optimizer SGD arguments being ignored are unrelated." + "reason": "Both are CI/test failures, but they are separate flaky tests with different root causes." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is missing tensor-parallel plan." + "reason": "Different CI breakages affecting different models/config mappings." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Test flakiness due to missing seeds is unrelated to a generic bug in testing_utils.py." + "reason": "Local-files-only network leak vs AddedToken argument duplication; unrelated." }, { - "left": "issue:44387", + "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Different problem classes: memory usage regression vs versioned checkpoint loading failure." + "reason": "Both involve loading in v5, but one is tokenizer loading and the other is checkpoint reloading across versions; too broad to be the same bug." }, { "left": "issue:43010", - "right": "issue:43065", + "right": "issue:44075", "accept": false, - "reason": "Cache/layer update method decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "No_grad decorator for cache updates vs SGD arguments not being used; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:45278 is a plausible broad umbrella candidate, and the one accepted soft pair is reasonably supported by the titles. The rejected soft edges stay conservative and do not overclaim shared root causes." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:41669 + issue:44246, is well-supported by the titles and the duplicate-like import slowdown symptom. The remaining soft-edge rejections are phrased cautiously enough and do not overclaim identity." }, "evaluator_used": true, "retried": false, @@ -13551,8 +13460,8 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ @@ -13567,7 +13476,9 @@ "issue:42548", "issue:42757", "issue:42831", + "issue:42890", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43502", @@ -13578,7 +13489,6 @@ "issue:43827", "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -13588,10 +13498,10 @@ "issue:44355", "issue:44360", "issue:44368", + "issue:44387", "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44749", "issue:44908", @@ -13599,329 +13509,328 @@ "issue:45003", "issue:45071", "issue:45125", - "issue:45230", + "issue:45341", "issue:45375", "issue:45468", - "issue:45478", - "issue:45542" + "issue:45478" ], "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", "issue:42548|issue:44351", - "issue:45125|issue:45478", "issue:43010|issue:43232", - "issue:43502|issue:44485", + "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:44355|issue:44749", + "issue:43502|issue:44485", "issue:30333|issue:33453", - "issue:44315|issue:44360", "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43299|issue:44556", "issue:43502|issue:44222", + "issue:42831|issue:43874", "issue:43502|issue:44961", - "issue:43299|issue:44556", + "issue:30333|issue:36296", "issue:44355|issue:44655", "issue:44222|issue:44230", - "issue:42831|issue:43874", - "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:33453|issue:34689", - "issue:42757|issue:43576", "issue:43827|issue:44961", + "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:44961|issue:45468", + "issue:43576|issue:45071", "issue:43673|issue:44492", "issue:38617|issue:43576", "issue:31795|issue:38617", + "issue:44961|issue:45468", "issue:43576|issue:44351", "issue:41628|issue:42548", "issue:44908|issue:44961", "issue:44485|issue:44961", "issue:36296|issue:43901", - "issue:41628|issue:44355", "issue:36296|issue:43526", + "issue:41628|issue:44355", "issue:44261|issue:44360", - "issue:44273|issue:45003", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:43576|issue:44556", - "issue:44038|issue:45125" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "60105b9b7e57b7ffff28e6d92fb4bb3b4bbaa9bfcc9ab75f614eee801d882ecd", + "prepared_review_unit_hash": "2590a77a370190e0955051b463c17de6e92063e54d3ee5f26b99f72c2f65c1be", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39325, - "estimated_input_tokens": 9832, - "estimated_eval_tokens": 19920 + "serialized_chars": 39435, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers issues around v5 loading/import regressions and a few unrelated model-specific bugs. The soft pairs are generally too coarse to be true duplicates; they share a subsystem at best, not the same concrete failure.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45003 is the closest thing to a root-cause issue in the set: it targets import/lazy-loading internals (`sys.modules`) rather than a single downstream symptom, so it can plausibly umbrella several of the import/loading reports.", + "summary": "This is a loose, heterogeneous cluster of unrelated issues: v5 regressions, import/load failures, docs nits, generation/cache bugs, quantization problems, and test flakiness. None of the soft pairs look like safe duplicates on title-level evidence alone.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43576 is the best broad representative because it is a user-facing v5 regression with clear impact, but the cluster is too mixed for a strong single canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best single representative of the cluster because it is broad, technical, and closest to the underlying import/loading mechanism behind multiple reports; the rest are mostly model- or symbol-specific symptoms.", + "best_issue_reason": "Issue 43824 is the strongest standalone candidate by specificity and impact: a concrete import regression with multiple inbound references and clear reproduction surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Both are top-level import errors, but they involve different missing symbols and no evidence points to one shared underlying fix." + "reason": "Both are test-related, but one is a specific integration flake from missing set_seed and the other is a generic testing_utils bug; not the same defect." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4/OOM memory behavior and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained in MoE and missing _tp_plan for tensor parallelism are separate model lifecycle issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Both mention Qwen3.5/Moe loading on v5, but one is a tensor-parallel-plan issue and the other is a broader from_pretrained failure; too little to call them the same bug." + "reason": "Cache update no_grad and Sam3PixelDecoder dummy Conv2d are unrelated subsystems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different export failures." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different code paths: cache/layer `update()` no-grad decoration versus a generation kwargs issue after `sync_gpus`." + "reason": "One is about decorating cache/layer update with no_grad; the other is a generation kwargs bug after sync_gpus." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Unrelated problems: offline/local-files behavior versus a RoPE implementation bug." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error; not clearly the same fix." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5-Moe related, but one is tensor-parallel loading and the other is a missing config field; distinct failures." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different model config gaps." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A runtime loading hang and a documentation issue are not the same underlying bug." + "reason": "Sentence Transformers loading stall and model.forward docs confusion are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-Python execution errors and post-upgrade data filtering slowdown are unrelated." + "reason": "Compiled Python file errors and tokenizer slowdowns after upgrade are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "Training-job MLflow reporting and tokenizer loading regression are different subsystems and symptoms." + "reason": "MLflow reporting on training failure and tokenizer loading regression are distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update semantics and tie_word_embeddings warning are not the same issue." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Model creation with Liger Kernel and a DSA indexer activation issue are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Cache update no-grad behavior is not the same as the tie_word_embeddings warning." + "reason": "Qwen3VL MoE loading breakage and v4.57-to-v5.2/v5.3 checkpoint reload failure are different regressions." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only networking behavior and FP8 save_pretrained are different code paths." + "reason": "Network access under local_files_only and FP8 MoE save_pretrained 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": "No meaningful overlap beyond being open issues in the same repo." + "reason": "API requests despite local_files_only and a trivial racoon issue have no overlap." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Both are loading regressions after version changes, but one is Qwen3VL-Moe-specific and the other is a generic checkpoint reload problem." + "reason": "MLFlow job status reporting and tensor parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file execution errors and Pipeline save_pretrained support are unrelated." + "reason": "Running compiled Python files and saving Pipeline objects are separate runtime/serialization issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/Moe, but one is save_pretrained and the other is inference support; not the same bug." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are different issues." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training are different problems." + "reason": "Both are fp8/MoE themed, but one is saving pretrained weights and the other is inference support; not one concrete bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-Python errors and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "Compiled-file errors and PretrainedConfig type checking are different failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different code paths." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Missing hub import and a broken `transformers env` command are separate failures." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-loading bugs." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() and the unrelated placeholder issue are not duplicates." + "reason": "Docs reference pipeline() after removals and racoon are unrelated." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Tokenizer loading and tensor-parallel training bugs do not share a concrete failure mode." + "reason": "Missing huggingface_hub symbol and v5 transformers env CLI breakage are separate package/command issues." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "CLI breakage and `PretrainedConfig` type checking are different regressions." + "reason": "Tokenizer loading regression and tensor parallel training bug do not share a concrete code path." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "`transformers env` and Qwen2.5-VL import errors are unrelated issues." + "reason": "Broken env CLI and a model import error are both v5-related but not the same defect." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Placeholder issue versus Gemma-4 audio encoding bug; no overlap." + "reason": "CLI breakage and type-checking regression are different areas." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in v5 during chunked prefill and a cache-strategy typo are not the same bug." + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same issue." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for a missing helper and the `transformers env` command failure are different code paths." + "reason": "Missing layer_type_validation import and broken env CLI are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion versus an ImportError are not duplicates." + "reason": "Docs confusion in model.forward and missing configuration_utils import are different classes of bugs." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue and Gemma4 audio positional encoding bug are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "A broken CLI command and a missing top-level import are separate issues." + "reason": "Broken env CLI and missing HybridCache import are distinct regressions." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they concern different symbols and no shared root cause is evident." + "reason": "AutoImageProcessor and PreTrainedModel import failures are separate export problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and a placeholder issue are unrelated." + "reason": "Scheduler kwargs bug and racoon are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation and a placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation and racoon are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline docs wording are not the same bug." + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Top-level import error and compiled-file execution errors do not share a concrete code-path bug." + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "AutoImageProcessor import failure and compiled Python file errors are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA layernorm precision/config issue and DSA indexer activation issue are unrelated." + "reason": "MLA layernorm precision/config issue and DSA indexer ReLU bug are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "These are both vaguely loading-related, but one is a general lazy-loading symptom and the other is a specific `sys.modules` access bug; not enough to merge." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Processor save_pretrained missing files and a generic bug report are not duplicates." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy-loading problems and a tensorboard/TensorFlow backend error are different issues." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "A broken environment command and checkpoint reload regression after upgrade are distinct failures." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen3/VL/Moe flavored, but one is a broad bug report and the other is specifically tensor-parallel `_tp_plan` missing; too different to merge." + "reason": "Lazy loading malfunction and sys.modules access bug are different problems." } ] }, @@ -13940,20 +13849,18 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", "issue:34689", + "issue:37428", "issue:41669", "issue:42371", "issue:42890", - "issue:42913", - "issue:43066", "issue:43352", "issue:43408", "issue:43502", @@ -13965,9 +13872,9 @@ "issue:43723", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", "issue:44246", - "issue:44261", "issue:44263", "issue:44273", "issue:44295", @@ -13988,26 +13895,32 @@ "issue:44945", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45310", "issue:45341", "issue:45468", - "issue:45478" + "issue:45478", + "issue:45542" ], "soft_pairs": [ - "issue:44393|issue:45071", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", "issue:41669|issue:43673", + "issue:44038|issue:45125", + "issue:44393|issue:45071", "issue:44556|issue:45092", "issue:42371|issue:44492", - "issue:42890|issue:44908", "issue:44704|issue:44908", + "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44297|issue:45230", "issue:44908|issue:45071", + "issue:44297|issue:45230", "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -14015,9 +13928,9 @@ "issue:41669|issue:44492", "issue:44393|issue:45478", "issue:44315|issue:44829", - "issue:31795|issue:33453", - "issue:43827|issue:44908", "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:43723|issue:44393", "issue:44655|issue:44861", @@ -14027,9 +13940,9 @@ "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:41669|issue:43704", - "issue:43519|issue:44908", "issue:31795|issue:34689", - "issue:31515|issue:31795", + "issue:43519|issue:44908", + "issue:31795|issue:37428", "issue:44315|issue:45092", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -14038,310 +13951,334 @@ "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", - "issue:44261|issue:45468", - "issue:43606|issue:45468", - "issue:43704|issue:45341", - "issue:42913|issue:43066" + "issue:43606|issue:45468" ], - "prepared_review_unit_hash": "42fcbcb7d0a285b540e022fdc2f593312becb3223b98add81e4f548316e731d6", + "prepared_review_unit_hash": "4ad98bb4d88fbbd16584ab78a2e625fb43290f19405037da180e975165047fb9", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 41136, - "estimated_input_tokens": 10284, - "estimated_eval_tokens": 20824 + "soft_pair_count": 48, + "serialized_chars": 41475, + "estimated_input_tokens": 10369, + "estimated_eval_tokens": 20994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated docs, perf, model-specific, or test issues. The closest shared theme is v5 loading/tokenizer/checkpoint regressions, so I used the most concrete checkpoint-loading regression as the representative issue. No PRs are present.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45092 is the clearest representative of the recurring v5 loading/regression theme: old checkpoints failing under Transformers v5 meta initialization.", + "summary": "Mostly a heterogeneous set of transformer issues spanning model loading, tokenizers, cache, processors, and unrelated model-specific regressions. Only one soft pair looks like the same bug: import slowdown tied to lazy loading.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the clearest root-cause-style report for the import/lazy-loading slowdown subcluster and best represents the only plausible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the best single issue to anchor this cluster because it is concrete, recent, and broad enough to represent the checkpoint-compatibility subset.", + "best_issue_reason": "issue:44273 is the strongest representative of the import-performance/lazy-loading problem; it is more specific than the companion report and fits the duplicate pair best.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to the TensorFlow backend error from missing tf installation." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Different bugs: Qwen3-VL 2D bbox output vs PretrainedConfig type checking." + "reason": "Broken env CLI and checkpoint reload failures are different regressions with different code paths." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance issue vs generation cache/chunked_prefill bug; unrelated code paths." + "reason": "Import-star cleanup/perf work is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3/VL and tensor-parallel issues; not the same concrete failure." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bounding-box output problems are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 checkpoint-loading regressions, but the specific failure modes differ and are not clearly the same bug." + "reason": "Both involve loading after v5, but one is checkpoint reload and the other is remote-code meta-init compatibility; too different to merge." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." + "reason": "TF32 API settings and a cache-strategy typo are unrelated." }, { - "left": "issue:42890", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Test seeding issue vs scheduler keyword-argument handling; unrelated." + "reason": "Processor kwargs forwarding and inverse_sqrt scheduler kwargs are separate code paths." }, { - "left": "issue:44704", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs propagation vs inverse_sqrt scheduler kwargs; different subsystems." + "reason": "A flaky integration test and a scheduler kwargs bug are not the same issue." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Import performance complaint vs lazy loading malfunction; related area, but not the same concrete bug." + "accept": true, + "reason": "Both describe the same import/lazy-loading performance problem; the titles point to the same underlying regression." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs Liger Kernel not applied with model_init; unrelated." + "reason": "Model-type warning for sam3_tracker and Liger application with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support limitation vs Qwen3-VL output error; unrelated." + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bounding-box issues are different model bugs." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI/env command breakage vs scheduler kwargs bug; different areas." + "reason": "CLI env command breakage and scheduler kwargs handling do not share the same bug." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer save_pretrained mismatch vs a generic placeholder bug report; not enough evidence." + "reason": "Scheduler kwargs and config type-checking regressions are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + "reason": "Tokenizer save_pretrained mismatch is not a generic bug report duplicate." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer read error vs generic bug report; not the same issue." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import star performance issue vs HybridCache import failure; different bugs." + "reason": "Import-star usage cleanup and missing HybridCache import are different issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance issue vs testing_utils bug; unrelated." + "reason": "Import-star cleanup/performance and a testing_utils bug are not the same problem." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache strategy typo vs pipeline-parallelism output corruption; unrelated." + "reason": "Cache strategy typo and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import performance issue vs cache-strategy typo; unrelated." + "reason": "Import-star cleanup/perf work has nothing to do with cache-strategy typos." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL issue vs Qwen3.5 Moe from_pretrained error." + "reason": "Qwen3-VL bounding-box output and Qwen3.5 Moe from_pretrained errors are different model-specific bugs." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." + "reason": "Liger kernel application with model_init and flash_attention_3 degenerate training are unrelated." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + "reason": "patchtsmixer post_init policy and tied-weights key handling are different implementation issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; unrelated." + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "PatchTSMixer post_init restriction vs tied weight key AttributeError; unrelated." + "reason": "Forward-argument documentation confusion and tokenizer loading regression are not the same bug." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time performance issue vs scheduler kwargs bug; unrelated." + "reason": "Import-time model import cleanup and scheduler kwargs are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3-VL bounding-box output bug; unrelated." + "reason": "Tokenizer loading in v5 and Qwen3-VL output errors are different failures." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied_weight_keys list crash; unrelated." + "reason": "Pipeline save_pretrained support and tied-weight key crashes are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "env CLI breakage vs lazy loading malfunction; different bugs." + "reason": "Broken env command and lazy-loading/import slowdown are different regressions." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion vs Gemma4AudioRelPositionalEncoding bug; unrelated." + "reason": "DSA indexer activation discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report placeholder vs specific Qwen3.5 Moe from_pretrained error; insufficient evidence to merge." + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problem vs scheduler kwargs issue; unrelated." + "reason": "Lazy loading/import slowdown is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "local_files_only network leak vs timestamp calculation error; unrelated." + "reason": "Import-time package bloat and VRAM leaks across dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion vs Llama 3.2 model loading regression; not the same bug." + "reason": "Documentation confusion and Llama 3.2 Vision model loading breakage are not the same issue." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", "accept": false, - "reason": "Slow checkpoint loading vs model.forward docs confusion; unrelated." + "reason": "Forward docs confusion and a flash-attention import error are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel/model_init issue vs checkpoint meta-init incompatibility; different failures." + "reason": "Liger kernel application and old InternVL2 meta-init incompatibility are different issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads vs RoPE implementation bug; unrelated." + "reason": "VRAM leakage in multithreaded dataloader use and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different model internals." + "reason": "Different model subsystems: RoPE implementation vs audio relative positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API/settings issue vs VRAM leak; unrelated." + "reason": "TF32 behavior settings and VRAM leakage are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected API requests despite local_files_only vs timestamp calculation bug; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion vs model loading regression; unrelated." + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are different bugs." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Slow checkpoint load vs forward doc confusion; different issues." + "reason": "Processor timestamp math and processor save_pretrained missing files are unrelated." }, { - "left": "issue:44315", - "right": "issue:45092", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "model_init/Liger Kernel application issue vs v5 checkpoint reload incompatibility; not the same bug." + "reason": "Timestamp calculation and VRAM leakage are not the same failure." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "VRAM leak vs RoPE implementation bug; unrelated." + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio encoding are unrelated." }, { - "left": "issue:44485", + "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The one accepted pair is plausibly the same import/lazy-loading regression from the titles, while the rejected pairs are mostly clearly different by subsystem or failure mode. No PR-mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14353,21 +14290,26 @@ "review_unit_count": 44, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-382", "nodes": [ "issue:30333", "issue:31515", + "issue:31795", "issue:33453", "issue:36296", "issue:38617", + "issue:42913", + "issue:43066", "issue:43298", "issue:43525", "issue:43572", "issue:43618", + "issue:43704", "issue:44230", + "issue:44261", "issue:44492", "issue:44556", "issue:44623", @@ -14376,143 +14318,172 @@ "issue:44998", "issue:45290", "issue:45310", - "issue:45341" + "issue:45341", + "issue:45468" ], "soft_pairs": [ + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44998|issue:45341", - "issue:44492|issue:44998", "issue:44861|issue:45290", + "issue:44492|issue:44998", "issue:43618|issue:44998", "issue:44556|issue:44998", "issue:43525|issue:44861", "issue:43572|issue:44861", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:31515|issue:36296", "issue:30333|issue:31515", - "issue:44230|issue:45310", + "issue:31515|issue:36296", + "issue:31515|issue:31795", "issue:31515|issue:33453", + "issue:44230|issue:45310", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "cd3b40c456565857aa4e3522de3c71bf3b653c1daf00492258239e1bef4b9157", + "prepared_review_unit_hash": "dd1b556ab083d05a1bf68c9ebae2c24884b89ab8bc09c493cb7082ed39931e3a", "component_budget": { "node_count": 382, "item_count": 382, - "soft_pair_count": 1431, - "serialized_chars": 737908, - "estimated_input_tokens": 184477, - "estimated_eval_tokens": 369210 + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 }, "budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 15, - "serialized_chars": 15126, - "estimated_input_tokens": 3782, - "estimated_eval_tokens": 7820 + "node_count": 25, + "item_count": 25, + "soft_pair_count": 19, + "serialized_chars": 19694, + "estimated_input_tokens": 4924, + "estimated_eval_tokens": 10104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate issues are not true duplicates; the soft links mostly reflect superficial text overlap rather than the same bug or change. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is appropriate here: the items span unrelated problems, and the most connected node ('Unemployment') is not a substantive technical report to anchor the cluster.", + "summary": "This cluster is very heterogeneous; most pairs are only superficially similar and do not look like duplicates. The only somewhat related subgroup is the tokenizer-v5 regression pair, but even that is not strong enough to merge confidently.", + "confidence": 0.34, + "canonical_issue_reason": "issue:42913 is the broadest and clearest representative of the tokenizer-v5 regression subgroup, but the overall cluster is too mixed to be a strong duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global representative; they cover separate code paths and product areas, so a shared canonical issue would be misleading.", + "best_issue_reason": "issue:42913 is the most representative issue in the only plausible mini-cluster here (tokenizer-v5 regressions), though the evidence is still weak overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder/spam issue; no shared underlying defect." + "reason": "Different models and different failure modes; both mention config-related behavior, but not the same bug." }, { - "left": "issue:44998", + "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "Unemployment issue is unrelated to a testing_utils bug." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." }, { - "left": "issue:44492", + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is a broad behavior report and the other is a specific decoder-type issue; not enough evidence of the same underlying bug." + }, + { + "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue." + "reason": "Scheduler kwargs bug and unrelated spam issue; no overlap." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment is unrelated to the testing_utils report." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + "reason": "Different code paths: tied-weight key handling versus chat template tool-call crashing." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated spam issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + "reason": "CLIPOutput attention assignment regression is unrelated to the spam report." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression after v5 update vs unrelated placeholder issue." + "reason": "Checkpoint reload failure after v5 upgrade is unrelated to the spam report." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id attribute error vs tied-weight key handling; unrelated bugs." + "reason": "Llama4Config pad_token_id error and tied-weight key crash are different bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs tied-weight key handling; different failures." + "reason": "Both mention missing config attributes, but they affect different models and different fields; not the same bug." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs ImportError for missing layer_type_validation; different root causes." + "reason": "Slow checkpoint loading and an ImportError in configuration_utils are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE inference support vs processor.save_pretrained missing files; not the same bug." + "reason": "fp8 inference support request and processor.save_pretrained missing files are different issues." }, { - "left": "issue:31515", - "right": "issue:36296", + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "from_pretrained slowness vs tensor-parallel training bug; unrelated subsystems." + "reason": "MLflow reporting failure and slow from_pretrained loading are unrelated." }, { - "left": "issue:30333", - "right": "issue:31515", + "left": "issue:31515", + "right": "issue:36296", "accept": false, - "reason": "MLFlow job-status reporting after failure vs checkpoint-loading slowness; different issues." + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained error; not one concrete bug." + "reason": "Loading performance issue and documentation confusion are not duplicates." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness vs tokenizer-loading regression; different code paths." + "reason": "Both involve loading, but one is tokenizer loading regression and the other is slow checkpoint loading; not the same underlying bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 fp8 inference support and a from_pretrained error are related by model family only, not the same concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; distinct feature requests/bugs." + "reason": "Continuous batching audio-model support and fp8 Qwen3 support are unrelated changes." } ] }, @@ -14531,8 +14502,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14542,40 +14513,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "0decccc0fbe93260207aa2fde22ffaf8a118ce01d0f7cc8e7c6ebab9d7113e39", + "prepared_review_unit_hash": "b6e71075ad4223acd9cf29764d8b2478d7015866f4c90d6929cfbc2e3da8b2cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution requests for different model-runtime features: Flash Attention 2 support vs GGUF support. They share a broad architectural theme but not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are two distinct feature requests in the same general model-runtime area: Flash Attention 2 support vs GGUF support. They are related only by theme, not by the underlying change or bug, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues request different capabilities for different code paths, so neither can stand in for the other.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; each tracks a distinct feature request in a different area.", + "best_issue_reason": "No global best issue exists here because the items are not duplicates; if a representative were forced, 26350 is slightly more active, but it is not a substitute for 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different targets (Flash Attention 2 support vs GGUF support); only broad subsystem overlap, not the same underlying change." + "reason": "Different feature requests (Flash Attention 2 vs GGUF support); same broad architecture area only, not the same underlying change." } ] }, @@ -14594,8 +14565,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14612,70 +14583,70 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "ca8ff1c7aae688f2010e0c16a886f3018d02f06b24ca0a956e15972fc21fa2f4", + "prepared_review_unit_hash": "9fa56a0e2bdfb9b09199b4c287b295b86a475303b92de25adac44dc3161f61fa", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4451, - "estimated_input_tokens": 1113, - "estimated_eval_tokens": 2482 + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4451, - "estimated_input_tokens": 1113, - "estimated_eval_tokens": 2482 + "serialized_chars": 4453, + "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 highly similar documentation-translation request issues, but they refer to different target languages or are generic template examples, so they should not be deduplicated as the same underlying request.", - "confidence": 0.91, - "canonical_issue_reason": "issue:27088 is the only concrete, language-specific request (Turkish) and is the earliest real issue in the set, so it is the best representative if one must be chosen.", + "summary": "This cluster is mostly a translation-issue template duplicate set. One issue is concrete (\u001b[Turkish\u001b[0m), while the others are generic placeholder instances of the same template; they are not safe to merge as the same underlying request.", + "confidence": 0.93, + "canonical_issue_reason": "issue:27088 is the only concrete request, explicitly targeting Turkish docs translation. The other issues use a generic placeholder title and do not identify a specific language.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the most specific and actionable issue; the others are generic placeholder-language variants rather than the same request.", + "best_issue_reason": "issue:27088 is the most suitable representative because it is specific and actionable, whereas the others are template-like placeholders with no concrete language named.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are translation requests, but they are not the same underlying task unless they target the same language; 27088 is Turkish while 44370 is just a generic placeholder language issue." + "reason": "Turkish-specific request versus a generic translation template; no evidence they refer to the same concrete language or same underlying task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same broad template, but no evidence these are the same language or same concrete translation work; different language-specific requests should stay separate." + "reason": "Turkish-specific request versus a generic translation template; the placeholder issue does not identify Turkish or any shared concrete target." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "27088 is a specific Turkish docs translation request, while 43834 is a generic placeholder-language issue, so they are not the same issue." + "reason": "Turkish-specific request versus a generic translation template; not enough evidence that these are the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These are generic template issues, but there is no concrete evidence they point to the same actual language or translation task." + "reason": "Both are generic placeholder translation issues, but there is no concrete language target or other signal proving they are the same request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Both are placeholder translation issues, but the text does not establish that they correspond to the same underlying request." + "reason": "Identical template-style titles alone are insufficient to conclude duplicate status without a concrete language or shared target." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "They are near-identical templates, but without a shared concrete language target they should not be merged as duplicates of the same issue." + "reason": "Identical template-style titles alone are insufficient to conclude these are the same underlying issue." } ] }, @@ -14694,8 +14665,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-14", "nodes": [ @@ -14744,12 +14715,12 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "3db2aae03dfc688dfec0d51ce3ee0c5e36bc45e297bd2882607aa588820200a0", + "prepared_review_unit_hash": "cca6fe297449d54d69fc249e7de69579f9c26c6f48df02c3b1061062b93d6713", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17648, + "serialized_chars": 17646, "estimated_input_tokens": 4412, "estimated_eval_tokens": 9080 }, @@ -14757,7 +14728,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17648, + "serialized_chars": 17646, "estimated_input_tokens": 4412, "estimated_eval_tokens": 9080 }, @@ -14766,180 +14737,180 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Loose cluster of model-request issues with superficial title similarity only; they target different models/features (BERT variants, audio/TTS/ASR, OCR, SAM, EUPE, etc.) and do not look like duplicate reports of the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of separate model-addition requests that only share a common template, not the same underlying change. I found no true duplicates; the requests span different architectures, modalities, and model families.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate exists across the cluster. If a representative is needed, issue:37015 (Add NeoBERT) is the broadest and most generic model-request entry, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:37015 is the best umbrella representative because it is a generic, discussion-heavy \"Add \" request, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBERT config support vs DEIMv2 architecture; only shared 'add model' phrasing." + "reason": "EuroBert and DEIMv2 are different model requests; same \"add model\" template only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config support and Qwen3-TTS are unrelated model families and code paths." + "reason": "EuroBert config support and Qwen3-TTS support are different models and different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR are distinct models and different modalities." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions; one is text BERT-like, the other speech recognition." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request is unrelated to OpenAI weight-sparse transformer support." + "reason": "NeoBERT and the weight-sparse transformer request are different concrete models/changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different architectures/modalities, not the same fix." + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT are different model additions; similar naming is not enough." + "reason": "NeoBERT and ModernVBERT are distinct model-add requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS concern different model families and features." + "reason": "NeoBERT and Voxtral TTS are different models; not the same bug/change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths/models." + "reason": "MiniCPM3 support and the weight-sparse transformer request target different model implementations." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture support is not the same as ModernVBERT model support." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model types and implementation work." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + "reason": "DEIMv2 and Qwen3-TTS are different models with different tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different model families/modalities." + "reason": "ModernVBERT and Qwen3-ASR are not the same underlying change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT support and Qwen3-TTS support are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are distinct model-add requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a general BERT-like RoPE proposal are conceptually related but not the same concrete request." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural proposal, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are different model-feature requests." + "reason": "BERT-like models with RoPE and Voxtral TTS concern different model classes and tasks." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct modalities and implementations." + "reason": "TTS and ASR are related audio tasks, but these are different concrete model support requests." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "TTS support request is unrelated to weight-sparse transformer support." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different concrete model additions." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:43909", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementation targets." + "reason": "Qwen3-ASR and LFM2.5 Audio are different model requests, not duplicates." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support request and EUPE model request are unrelated." + "reason": "Qwen3-ASR support and EUPE are different architectures/tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same code-path change." + "reason": "Qwen3-ASR support and the weight-sparse transformer request do not target the same code path." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and use cases." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions with different modalities." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE addition are different model requests." + "reason": "OpenAI weight-sparse transformer and EUPE are different model/architecture requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different concrete audio-model additions." + "reason": "Qwen3-ASR and Voxtral TTS are different concrete audio-model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are unrelated tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." } ] }, @@ -14958,8 +14929,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -14980,82 +14951,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "e0a17a735c19638756e7838738048b02a410b4ebb3aa7a5cfc55b099e79725d0", + "prepared_review_unit_hash": "7d94c36d7a760c0c2b0b9db551e942ed67c59dea79cd7e861ed7f124fac5a20e", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "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": "The issues in this cluster are heterogeneous and do not describe the same underlying bug or change. They span unrelated model behavior, config typing, tokenizer warnings, and a typo/doc-style fix, so no soft edge should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43668 is the most concrete and self-contained report in the set, but the cluster is not actually a duplicate group; it is only the least ambiguous single issue to stand in as a representative.", + "summary": "These are heterogeneous issue reports across different models, configs, tokenizers, and a typo; none look like the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items cover distinct code paths and problem types, so there is no duplicate cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the best standalone issue because it names a specific incorrect type hint with a clear fix target; the others are unrelated or broader in scope.", + "best_issue_reason": "If forced to pick a representative, issue 44031 is the broadest/user-facing report, but it is still unrelated to the others and not a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems in different models: Llama4TextL2Norm/RMS norm vs ModernBERTConfig type hint." + "reason": "Different models and bug classes: Llama4TextL2Norm vs ModernBERTConfig type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unrelated topics: Mask2former loss parameter usage vs tokenizer regex warning regression." + "reason": "Model-specific ignore_value bug vs tokenizer regex warning; different subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different code paths and bug types: unused ignore_value vs a typo in a quantization symbol." + "reason": "Mask2Former loss argument issue is not the same as a quantization-operation typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "No shared underlying defect; one is a model loss-parameter bug, the other is a config type-hint issue." + "reason": "Different model areas and failure modes: unused ignore_value vs incorrect config type hint." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "A missing kwargs pass-through in loss calculation is not the same as an incorrect config type hint." + "reason": "Loss kwargs forwarding bug and ModernBERTConfig typing bug do not share the same underlying code path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: ModernBERTConfig typing vs tokenizer regex warning after a version change." + "reason": "Config type hint correction is unrelated to tokenizer regex warnings after 4.57.3." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint correction and a typo in a different symbol are not the same concrete bug and would not merge into one PR." + "reason": "ModernBERTConfig typing issue and a quoted-identifier typo are separate fixes in different areas." } ] }, @@ -15074,8 +15045,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15085,12 +15056,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1e7fe8ab1941ac60917d0dabafc54b66de85e71931ef9d0233ce0eb6207e998b", + "prepared_review_unit_hash": "8ccf42895751ec3cbce237883d040a8fd8d56bf6d486c104a5c5dd3023a5b87f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15098,7 +15069,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15107,18 +15078,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to be duplicates: one requests Set Block Decoding, while the other asks for DeepSeek v3.2 support. They have no shared targets or filenames and describe different underlying changes.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue fits the cluster; the two issues are about unrelated topics and do not describe the same bug or feature request.", + "summary": "The two issues are not duplicates: one is a general request for \"Set Block Decoding,\" while the other asks for \"DeepSeek v3.2 support.\" They point to different features/code paths rather than the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative for the other, since they address different functionality and there is no evidence of overlap.", + "best_issue_reason": "Neither issue is a clear canonical duplicate target because they describe different feature requests; if forced, 43037 is a more concrete product-support request, but it does not subsume 41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Rejected: block decoding and DeepSeek v3.2 support are unrelated requests with no shared code path or concrete duplicate signal." + "reason": "Different requests with no evidence of the same underlying bug or implementation change: block decoding vs support for a specific model version." } ] }, @@ -15137,8 +15108,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15148,7 +15119,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2aea3d0944197f6507428035ac5a28c2e2526577c001fe917532902ff13272fd", + "prepared_review_unit_hash": "3ac8fd95cb93b1d419b9e3187f0696384a6d309694e9922fe8f3cdb7d0acc185", "component_budget": { "node_count": 2, "item_count": 2, @@ -15170,18 +15141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related only by the broad theme of custom trainers, but they describe different bugs/feature gaps: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are two separate Trainer-related enhancement issues: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They share context but not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43598 is the better representative for this cluster because it concerns a core Trainer behavior knob and broader customizability, while #43600 is a distinct FLOPS-accounting concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more specific and self-contained Trainer customizability request; issue 43600 is a separate FLOPS-estimation concern.", + "best_issue_reason": "#43598 is the strongest standalone issue to keep as the cluster anchor: it frames a general Trainer customization problem rather than a narrower metric-estimation fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: `remove_unused_column` customizability vs FLOPS estimation logic. No shared code path or explicit duplicate linkage." + "reason": "Both mention custom trainers, but they target different code paths and outcomes: one is about column removal behavior in Trainer, the other about FLOPS estimation. They are related context, not duplicates of the same change." } ] }, @@ -15200,8 +15171,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15211,12 +15182,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "936094648c639beb0f55dd873c71b941e94fda19152dbf7be3ef3bd1a7e1919d", + "prepared_review_unit_hash": "aaed0b816fe5979ff4dce262a36d30e7896984664a3bf7b17cd287c878afab63", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15224,7 +15195,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15233,18 +15204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the broad Qwen AutoModel-support level, but they target different model families and different task heads, so they are not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is about Qwen3-Omni AutoModel / AutoModelForConditionalGeneration, not Qwen3.5 sequence classification.", + "summary": "These are related only by model-family naming; they request different registrations for different Qwen variants and different auto-classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more general registration request and is the better representative of the cluster, but it still does not cover the specific Qwen3.5 sequence-classification support requested in 44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best representative of the cluster only because it is the more general API-registration request; the other issue is a separate task-specific support request.", + "best_issue_reason": "Issue 43684 is the closest thing to a cluster anchor because it targets multiple auto classes and a broader model-registration gap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one requests model registration for Qwen3-Omni conditional generation, the other requests AutoModelForSequenceClassification support for Qwen3.5. They share a theme but not the same concrete bug or fix." + "reason": "Different underlying changes: one is Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is Qwen3.5 AutoModelForSequenceClassification support. Different model family/version and different auto-class path." } ] }, @@ -15263,8 +15234,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15281,12 +15252,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "26811c1cf05007eb46b61e721758cb2cc45f7329b84e4bd4119562f983c143ef", + "prepared_review_unit_hash": "24ca89c760d756fa51df9475836f949da0748035ff4e3cfe3cb9e6224e54675e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15294,7 +15265,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15303,54 +15274,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical placeholder reports titled \"huggingface \" and likely belong together; the \"Fett\" issue looks unrelated. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" reports and is the cleanest representative of that duplicate set.", + "summary": "One small duplicate cluster emerges around the repeated \"huggingface \" issues; \"Fett\" looks unrelated. I\u2019d use 43845 as the representative issue for the huggingface cluster.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" reports and is a clean representative of that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two \"huggingface \" issues exactly in title and appears earliest.", + "best_issue_reason": "43845 is the best global issue candidate because it matches the repeated issue text exactly and predates the other duplicates; 43859 adds no substantive detail despite a bit of discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles with no shared targets/files; \"Fett\" does not look like the same underlying issue as the \"huggingface \" reports." + "reason": "Different titles with no shared substantive detail; no evidence they report the same problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same bug; this looks unrelated to the \"huggingface \" cluster." + "reason": "\"Fett\" is not meaningfully related to the repeated \"huggingface \" reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no shared technical evidence; insufficient basis to treat as a duplicate." + "reason": "No substantive overlap beyond generic similarity; likely unrelated." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, same general placeholder content pattern, and created one minute apart; they look like duplicate reports of the same underlying issue." + "reason": "Same exact title and no distinguishing content; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact title match and the same apparent placeholder topic; this is consistent with a duplicate of the same report." + "reason": "Same exact title and no additional issue-specific detail; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact title match and no distinguishing technical details are visible; these appear to be the same underlying issue." + "reason": "Same title pattern and no distinguishing details; these appear to be duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identical \"huggingface \" issues, 43835 is clearly different by title, and no PRs are present. The soft-edge decisions are conservative enough given the limited evidence." + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact same title, and 43845 is the earliest, so using it as the cluster representative is reasonable. The non-match verdicts against 43835 are conservative given only title-level similarity. No pair is overstated beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -15366,8 +15337,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15388,12 +15359,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "10264dc188d2a37097b777a6f7f3d1b1ded2189b92143b21e767a43c9f2e4747", + "prepared_review_unit_hash": "bf308bc16632a079c4944282c4c7b1ddd39cd684ff5de8e9b24b00c44759b0de", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -15401,7 +15372,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -15410,66 +15381,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items appear to be unrelated low-information or spam issues, not clear duplicates of a single underlying bug/report. No soft edge is strong enough to merge, and there is no meaningful canonical issue for this cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "All five items look like unrelated low-signal/spammy issues rather than duplicates of one underlying bug or request. There is not enough concrete content to merge any pair as the same report.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the cluster is dominated by spam/generic titles, and none of the issues provide enough concrete detail to establish a shared underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a somewhat meaningful topic ('Documentation Enhancement Suggestion'), so it is the least bad candidate if a representative must be chosen, but it is still too vague to serve as a strong canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but there is no substantive body/detail to confirm the same underlying issue; treat as separate spam reports." + "reason": "Both are just '' with no description or code-path evidence; no basis to treat them as the same issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like title only; no evidence of the same concrete bug or request." + "reason": "Both are spam placeholders only; similarity is not enough to establish the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic spam title versus documentation suggestion; clearly different topics." + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same concrete problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus branded text; no shared bug/change context." + "reason": "Spam placeholder versus a Google LLC-related title; no shared defect or change target is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + "reason": "A vague documentation enhancement request does not match a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + "reason": "No concrete overlap beyond low-signal similarity; these do not appear to be the same report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both have the same placeholder title, but the sparse metadata does not establish one underlying issue." + "reason": "Both are '', but that is not enough to infer the same underlying issue without any substantive body or target." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + "reason": "Spam placeholder and a distinct Google LLC-themed title; no evidence of a shared bug or request." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + "reason": "Spam placeholder versus a different, specific-sounding topic; not the same underlying issue." } ] }, @@ -15488,8 +15459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15499,7 +15470,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "777e3b9f731c405cdae71567467d39e896cd1421dda946cedd5df9765f3f1cfd", + "prepared_review_unit_hash": "63cd5ca5040f9ff6a24dbab5c996a63d24ab5e9a0e06cb6cff3976615790aed5", "component_budget": { "node_count": 2, "item_count": 2, @@ -15521,28 +15492,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The issues have identical titles and similar metadata, but the packet does not expose body text or other concrete evidence tying them to the same report, so the duplicate call should be conservative. #45145 remains the best canonical issue on timestamp/reference grounds.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is slightly preferable as the canonical issue because it was created first and already has an inbound reference, while #45151 has none.", + "summary": "These two closed issues are near-duplicate submissions with the same title and very similar body length/content, describing the same energy-reduction article/proposal. Issue 45145 is the better canonical/best representative because it was opened earlier and has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45145 is the earliest copy and already has an inbound reference, so it is the best representative of this duplicate issue pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of this cluster because it is earliest and already has reference activity.", + "best_issue_reason": "Issue 45145 is the strongest issue to keep as the cluster representative due to earlier creation time and slightly higher linkage/visibility.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The evidence is too thin to confirm a duplicate: the packet shows identical titles and similar body lengths, but not the body text or any explicit shared details. Conservative triage should not merge them on soft similarity alone." + "accept": true, + "reason": "Same title, highly similar body size/content, and no distinguishing metadata; they appear to be the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice reasoning 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 body text or confirm the claimed shared wording. So calling the pair a clear duplicate is overstated and not conservative enough." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, very similar body lengths, and the soft-similarity signal supports treating them as a duplicate pair. Choosing 45145 as canonical/best representative is also justified by its earlier creation time and inbound reference. The soft-edge verdict is appropriately cautious rather than overstated." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15608,8 +15579,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -15619,40 +15590,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "5f6d399b85bac915d49717d11e79ae0f22992a78ed9c3b0391eb39d1914a1d2a", + "prepared_review_unit_hash": "92e63d405737fd6385cf0751691b9a0789f512a2026383c3ae67cda9938bcd6d", "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": "These are both 4-bit inference issues, but they describe different bugs: one is a Gemma4 audio-module uint8/torch.finfo crash, the other is a BitsAndBytesConfig skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate here; the reports point to distinct failure modes and code paths.", + "summary": "These look like two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 weight `torch.finfo()` failure, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. Same broad area, different code paths and failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the clearer, more general regression report for BitsAndBytesConfig behavior and is better suited as a reference point if these were being grouped, but it is not a duplicate of #45672.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 is the more generally actionable report: it names the concrete BitsAndBytesConfig regression and a clear 4-bit inference failure path.", + "best_issue_reason": "Issue #45674 is the best representative of the cluster because it states a concrete, reusable config regression with a direct assertion failure and likely wider impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Shared 4-bit/BitsAndBytes context only; the underlying bugs are different and would not be fixed by one change." + "reason": "Both are 4-bit inference related, but #45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights while #45674 is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion regression causing an assertion. Different bug, different path." } ] }, @@ -15671,8 +15642,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-12", "nodes": [ @@ -15709,148 +15680,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e04eade81c5fe4af7db909f27342a4b06a2a0c499e9c743c52d5cf151a2af6b2", + "prepared_review_unit_hash": "020aebc9b7b58b30853476c88cca037ab85d73a5a50eb9bf594f90ad2b4c21f9", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32877, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32870, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32877, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32870, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, which both forward supported `cross_entropy` kwargs in `src/transformers/loss/loss_utils.py` for the same issue.", - "confidence": 0.97, + "summary": "Only the two `fixed_cross_entropy` PRs are true duplicates; they implement the same kwargs pass-through to `nn.functional.cross_entropy` in the same file. The rest are superficial matches by subsystem, model work, or testing and should not be merged together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the duplicate loss fix: it directly targets issue #43240 and cleanly adds the missing `cross_entropy` kwargs in the affected code path.", + "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate pair: it is issue-targeted, clearly states the fix, and contains the broader implementation for passing supported kwargs to `cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest canonical candidate in the cluster because it is the clearest, most complete instance of the one genuine duplicate pair; the rest are unrelated feature/test/model PRs.", + "best_pr_reason": "PR #43251 is the strongest overall representative of the cluster because it directly addresses the tracked bug, while the other accepted duplicate (#43254) is just a narrower rephrasing of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; unrelated changes and no shared bug/code path." + "reason": "Unrelated changes: one adds VideoPrism support, the other adds an Executorch dynamic-shape test. Same general area of testing/export, but not the same bug or code change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding MobileLLM; different components and different goals." + "reason": "Different targets: one adds missing tokenizer methods, the other adds a new MobileLLM model. No shared underlying bug or mergeable combined fix." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and an ExecuTorch test do not describe the same underlying change." + "reason": "Tokenizer API additions vs. Executorch export tests are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness fix vs new model support; broad subsystem overlap only, not the same bug." + "reason": "Both touch processor/model auto plumbing, but they address different models and different problems; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs forwarding vs MobileLLM model addition; clearly unrelated." + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM support." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch code, but one fixes loss kwargs and the other is Mistral4 test/model wiring; not the same concrete issue." + "reason": "Different fixes in different code paths: loss utility kwargs vs. Mistral4 test/model adjustments." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape test and Mistral4 test/model cleanup are unrelated." + "reason": "Dynamic-shape export test and Mistral4 test/model work are not the same concrete bug or change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs new model implementation; no shared code-path problem." + "reason": "Executorch export testing and new model introduction are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs config-resolution ordering fix; unrelated." + "reason": "New MobileLLM model support does not match the class config-resolution fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor; different models and different bugs." + "reason": "Different model additions/refactors: MobileLLM implementation versus Falcon output-collection refactor." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are unrelated despite both touching model internals." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different code-path changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill docs; not the same code-path or fix." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model updates vs CLIP-like weight-renaming typo fix; no shared underlying bug." + "reason": "Mistral4 test/model updates and a `layrnorm` typo fix are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test updates and `cls.config` resolution ordering fix are unrelated." + "reason": "No shared underlying bug: Mistral4 fixes versus config-class resolution order." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New MobileLLM model support vs Mistral4 tests/model wiring; different artifacts and no common fix." + "reason": "Different model families and different fixes; superficial similarity only." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work vs model-creation skill docs; not mergeable as one PR for the same bug." + "reason": "Mistral4 test fix PR and model-creation skill PR are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a repo skill/documentation PR; completely unrelated." + "reason": "Adding MobileLLM is not the same as adding the model-creation skill draft." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Different domains and purposes; no duplicate relationship." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `fixed_cross_entropy` in the same file to pass through supported `nn.functional.cross_entropy` kwargs for issue #43240, so they address the same concrete bug and could be merged into one change." + "reason": "Same underlying bug and same code path: both modify `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` in `src/transformers/loss/loss_utils.py`, and both target issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The only accepted pair, PR 43251 and PR 43254, is clearly mergeable into a single bugfix since both modify `src/transformers/loss/loss_utils.py` for issue #43240 and forward supported `cross_entropy` kwargs. The other pairwise rejections are appropriately cautious and not overstated." + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair, PR #43251 and #43254, is clearly the same bugfix in the same file and looks mergeable into a single PR. The other pairwise rejections do not overstate the evidence and stay at the level supported by the diffs/titles. The summary is also consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -15866,8 +15843,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -15877,7 +15854,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "550573b0f87f80700667b266f70f32807ed19ed5059b79f6835d82033a8b3ad2", + "prepared_review_unit_hash": "a291b529df5e0996fcea1a681b7e7165e974313a41a862ea1a6ba40823ae603f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15899,18 +15876,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add VibeVoice support, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 adds a broader VibeVoice Realtime stack including an acoustic tokenizer and other follow-on code. The overlap is mostly shared model registration/docs, not a single duplicate fix.", - "confidence": 0.9, + "summary": "Two related but distinct VibeVoice PRs: one implements the base VibeVoice model support, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They overlap in filenames because the second builds on the same model family, but they are not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#42781 is the better cluster representative because it is the newer, broader VibeVoice change and subsumes more of the related code surface (realtime, tokenizer, generation, docs).", + "canonical_pr_reason": "PR #42781 is the broader, newer VibeVoice-related change: it adds Realtime support and the acoustic tokenizer in addition to the shared core VibeVoice wiring, so it is the stronger representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the strongest standalone PR for this cluster since it covers the most complete VibeVoice functionality rather than just the initial model integration.", + "best_pr_reason": "PR #40546 is the cleaner base implementation of VibeVoice, with a full initial model stack and docs; #42781 is a later expansion into Realtime rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these are related VibeVoice PRs, but not the same concrete change. #40546 implements core VibeVoice support; #42781 adds VibeVoice Realtime and an acoustic tokenizer with additional generation/model changes, so they would not naturally merge as one duplicate PR." + "reason": "They share the VibeVoice codebase, but #40546 is the base model implementation while #42781 adds Realtime-specific functionality and an acoustic tokenizer; related, but not the same fix/change." } ] }, @@ -15929,8 +15906,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -15940,7 +15917,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f4b22cc04065e0a30b07a47f1e5dd6fdc8c5d1c161a9068735b7a4e793f70663", + "prepared_review_unit_hash": "4bd2f5a791506d615ce9f522577a0baae0726a97df1fd618103c22e2636352c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15962,18 +15939,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not target the same bug, code path, or mergeable change set.", - "confidence": 0.99, + "summary": "Two unrelated open PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They touch different models, different code paths, and solve different feature gaps, so this is not a duplicate cluster.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No clear best PR for duplicate triage: the changes address different models and different functionality, so neither is a representative duplicate target for the other.", + "best_pr_reason": "PR #41224 is the better representative only because it is the more narrowly scoped, concrete feature addition; PR #40755 is broader and spans more files. They are still not duplicates of each other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and objectives: TimesFM forecasting with covariates vs DINOv3 image classification. No shared concrete bug or change to merge together." + "reason": "Different model families and unrelated functionality (TimesFM covariates vs DINOv3 image classification); not the same underlying bug or change." } ] }, @@ -16055,8 +16032,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-2", "nodes": [ @@ -16066,12 +16043,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "642a39004c66ffaa03670a6c75d16e860fc698586fe0bfd3380beb59472ddad5", + "prepared_review_unit_hash": "74e1dd2ad6f8fde8d86a29f6b586c66cdbdc4e0f9589b2ce595000f9f6637b5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -16079,7 +16056,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -16088,18 +16065,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct model-addition PRs: one adds DeepSeekOCR, the other adds Isaac. They share only common Transformers scaffolding and docs/auto-registry updates, not the same underlying bug or feature.", - "confidence": 0.97, + "summary": "These are two unrelated model-introduction PRs: one adds DeepSeek OCR, the other adds Isaac. They share generic Transformers integration files, but the model families, code paths, and docs/tests are different, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs implement different models and do not target the same code-path change.", + "canonical_pr_reason": "No canonical PR: the PRs add different models and are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best duplicate target; they are separate feature additions with different model implementations and should not be merged as duplicates.", + "best_pr_reason": "No single best PR for deduplication purposes, since neither PR is a duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations (DeepSeekOCR vs Isaac). Shared files are boilerplate registration/docs, not the same bug or change." + "reason": "Reject: DeepSeek OCR and Isaac are distinct model additions with different implementations, docs, and test suites. Shared auto-registration and repo-check files are generic integration touchpoints, not evidence of the same change." } ] }, @@ -16118,8 +16095,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -16129,7 +16106,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "48e086ae6c4ef562f7d73c3286e3ed2c55de4149982ba2fef4c86f3728d1f0a3", + "prepared_review_unit_hash": "04bc1cdf8e764fae7496ef291104312fc3827043b137ea00d5cfde37df13ae93", "component_budget": { "node_count": 2, "item_count": 2, @@ -16151,18 +16128,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two repository-wide workflow maintenance PRs: one upgrades GitHub-hosted actions for Node 24 compatibility, the other upgrades docker/build-push-action and related Docker release workflows. They overlap in files but not in the concrete dependency or change purpose.", - "confidence": 0.94, + "summary": "These are related only at a high level as GitHub Actions maintenance, but they change different action families and different workflows: one is for Node 24 compatibility across many workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more clearly scoped repository-wide GitHub Actions compatibility update, touching many workflow actions with a single coherent goal.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is broader and more central to the Node 24 compatibility upgrade across many workflows, whereas 42976 is a narrower Docker-action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because its title and diff reflect a broad, consistent maintenance change across workflows.", + "best_pr_reason": "PR 42975 is the best representative because it touches more workflows and has the clearer top-level maintenance intent; 42976 is a separate, narrower dependency upgrade.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency bumps, but they update different actions and solve different problems (Node 24 compatibility vs docker/build-push-action version bump). Shared workflow files alone are not enough to treat them as the same underlying change." + "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action in Docker image workflows. They do not fix the same concrete bug and would not plausibly be merged into one PR." } ] }, @@ -16201,7 +16178,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:45630" ], - "prepared_review_unit_hash": "3d4cc64ee43c00ea13d1da924239d1d05a7cf40866de5f3cd5eb30de21c649b0", + "prepared_review_unit_hash": "a96dd0ecc4dd0dae51de44961cbbb62d6fb5a82aebd4a0fbb49c6adf69da9534", "component_budget": { "node_count": 5, "item_count": 5, @@ -16223,54 +16200,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are separate model-addition pull requests (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6) with distinct codepaths and targets; none look like duplicates or mergeable into one PR.", - "confidence": 0.98, + "summary": "These are separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2_6). The overlap is mostly boilerplate around docs and auto-registry files, not the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must anchor the cluster, PR 43451 is the strongest representative because it is the most substantial and heavily reviewed model-addition PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 is the best representative of the cluster due to its breadth and review activity, but it is still a distinct Molmo2 addition rather than a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both add new models, but ViT NEPA and Molmo are different architectures with different files, APIs, and tests; not the same underlying change." + "reason": "Different models: ViT NEPA vs Molmo. Shared files are generic registry/docs updates, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model integrations with different processors/tests and implementation paths; shared docs/auto-registry edits are incidental." + "reason": "Different models: ViT NEPA vs Molmo2. The overlap is only in auto-mapping/docs scaffolding, not one mergeable change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions touching different model packages and conversion/modeling code." + "reason": "Different model additions: ViT NEPA vs CTSM. They touch separate model packages and are unrelated changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different processors, video/image handling, and implementation details; not one concrete bug or change." + "reason": "Molmo and Molmo2 are distinct model families with different files, processors, and tests; similarity is limited to shared framework plumbing." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model additions; overlap in auto-registry/docs does not make them the same change." + "reason": "Molmo vs CTSM are unrelated model additions; shared docs/auto files do not indicate the same bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM affect different model codepaths and tests; they are not plausibly one merged PR." + "reason": "Molmo2 and CTSM are different model implementations with separate code paths and test suites." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are unrelated model integrations with different model, processor, and auto-mapping changes; only broad framework files overlap." + "reason": "CTSM and Kimi2_6 are distinct model additions; despite shared registry edits, they are not the same underlying change." } ] }, @@ -16289,81 +16266,89 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-4", + "cluster_id": "cluster-43291-5", "nodes": [ "pull_request:43291", "pull_request:43665", "pull_request:44815", - "pull_request:45747" + "pull_request:45747", + "pull_request:45749" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815", "pull_request:43665|pull_request:45747", + "pull_request:43665|pull_request:45749", "pull_request:44815|pull_request:45747" ], - "prepared_review_unit_hash": "79b9e25e93db1a83c18e47cd5b1f3621c29d26e1a3ae59cf73fda1cee7b141b6", + "prepared_review_unit_hash": "d968bc35136695a46b4299cbae557e55911b3f9f28d7c64a744ecaa80d0284b5", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 8387, - "estimated_input_tokens": 2097, - "estimated_eval_tokens": 4450 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 8387, - "estimated_input_tokens": 2097, - "estimated_eval_tokens": 4450 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs appear to address different problems: Whisper test cleanup, CLIP/ViT test edits, FP8 dequant/padding logic, and split batch sizing. No pair looks like the same concrete change, so none of the soft duplicate edges should be accepted.", - "confidence": 0.94, + "summary": "Mostly unrelated pull requests: one substantive FP8/dequant implementation fix, several test-only or cosmetic changes, and one PR with no diff preview. I do not see any pair that should be merged as duplicates or the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and specific code fix: it changes core model loading plus fine-grained FP8 integration with targeted model/quantizer updates and tests. The others are either test-only, unclear, or unrelated in scope.", + "canonical_pr_reason": "pull_request:44815 is the only clearly substantive code fix, spanning model loading and FP8 dequant behavior; the others are test noise, a spelling/docstring tweak, or too underspecified to judge.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative PR for the cluster because it has the clearest bug-fix intent, the most concrete implementation details, and the broadest coherent code path impact.", + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it targets a concrete implementation bug rather than tests or wording, and its diff shows coordinated code-path changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different model families and different kinds of test changes. They do not look like the same underlying bug or mergeable fix." + "reason": "Both are test-oriented, but they affect different models and different test files. They do not appear to fix the same concrete bug or be mergeable into one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequant and model-loading logic. Different subsystems and different bug classes." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/model-loading fix. Different code paths and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits are not the same concrete change as FP8 dequant and loading fixes. Shared similarity is only superficial test/code churn." + "reason": "One PR is dummy test edits across CLIP/ViT, the other is a substantive FP8 dequant fix. Same broad repo area, but not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:45747", "accept": false, - "reason": "The CLIP/ViT test PR and the split batch size PR do not appear to fix the same code path or underlying defect." + "reason": "Test edits for CLIP/ViT are unrelated to an unspecified split-batch-size PR with no visible diff preview." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45749", + "accept": false, + "reason": "Dummy test changes and a docstring spelling correction are different kinds of changes and do not share a concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:45747", "accept": false, - "reason": "FP8 dequant/model-loading changes are unrelated to a split batch size fix; no evidence they are one mergeable change." + "reason": "The FP8/dequant fix and the split-batch-size PR appear to address different parts of the stack with no shared failing code path." } ] }, @@ -16382,8 +16367,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-3", "nodes": [ @@ -16396,52 +16381,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "bd0021f4be2f2df82742d5c82ab1f634b972eb08b7c3b404e90c8a1323a8a8d1", + "prepared_review_unit_hash": "6d9d530973f70a28027be33fb25302f0a2267f79be92117398a70b4578716b94", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated placeholder/testing PRs that only superficially overlap on a vit test file. They do not look like duplicates or the same underlying fix/change, so no soft edges should be merged.", - "confidence": 0.93, + "summary": "All three PRs are unrelated placeholder changes; the only overlap is a shared Vit test filename, which is incidental and not enough to treat any pair as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs target different subsystems (setup/repo-bot setup, CI/workflow plumbing, and CLIP/chinese-CLIP test/model files) and the shared vit test filename appears incidental.", + "canonical_pr_reason": "No single PR serves as a true canonical duplicate target here; the three changes address different areas (packaging/deps, workflow plumbing, and a CI-caller stub) and look like separate test/dummy PRs.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication: none of these PRs is a good representative of the others because they are not the same concrete change.", + "best_pr_reason": "PR #45476 is the most self-contained coherent change (adding a PR CI caller workflow), but it still does not match the other PRs as the same underlying fix, so it is only the least-bad representative\u2014not a duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only a superficial overlap on tests/models/vit/test_modeling_vit.py. 43488 is about setup/version and dependency tweaks for bot checking, while 43532 changes workflow/comment CI and notification utilities; they are not the same bug or change." + "reason": "Shared Vit test file is incidental; one PR changes packaging/versioning, the other rewrites workflow/comment CI plumbing and touches tests only as part of a dummy diff. They do not fix the same bug or change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 is a setup.py/repo-bot formatting PR, whereas 45476 adds a PR CI workflow and edits CLIP/chinese-CLIP files. The shared vit test file is incidental and does not indicate a common underlying fix." + "reason": "These PRs are about different code paths: dependency/version metadata versus adding a CI workflow caller and unrelated stub edits in model/test files. No same underlying issue." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both are dummy '[don't merge]' PRs, but they modify different code paths: 43532 focuses on self-comment/scheduled/slack workflow plumbing, while 45476 focuses on PR CI workflow plus unrelated model/test edits. Not mergeable as one change." + "reason": "Both touch workflow/test files, but the concrete changes are different and not mergeable as one PR: self-comment CI plumbing versus calling an external PR CI workflow plus unrelated dummy code." } ] }, @@ -16460,8 +16445,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -16471,7 +16456,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "83f2ed16ef23b58b5fa5ef197d00bfd0e08f6f9697c3e04fb36a4ff653f0a23e", + "prepared_review_unit_hash": "393b7abaec842d11c15c51fc81088e53d9f463cb71943dd359c2d233da07c89c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16493,18 +16478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closely related but distinct PRs adding different pipelines: promptable concept segmentation vs promptable visual segmentation. They share scaffolding and docs machinery, but the underlying model integrations and test targets differ enough that they should not be treated as duplicates.", - "confidence": 0.92, + "summary": "The two PRs are closely related in theme but implement different pipeline features: concept segmentation vs visual segmentation. They share documentation and registration scaffolding, but the concrete pipeline code, model support, and tests are for different targets, so they should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "Use PR 43613 as the canonical representative if one is needed: it is the broader and more mature change set, but it still addresses a different pipeline than 43612 rather than the same bug/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better cluster representative because it has the larger surface area, more model/test coverage, and clearer end-to-end pipeline addition, while 43612 is a separate feature for a different segmentation task.", + "best_pr_reason": "PR 43613 is the broader/more substantial of the two additions, but it is still a separate feature from PR 43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: they add different pipelines for different tasks (concept segmentation vs visual segmentation). Shared docs and registration files are framework boilerplate, not evidence of the same underlying code-path fix." + "reason": "Different pipeline additions with different concrete code paths and model/test coverage: concept segmentation vs visual segmentation. Shared docs/registry files are not enough to treat them as the same change." } ] }, @@ -16523,8 +16508,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -16534,7 +16519,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "411ded232cd808479e48d28f133540e022515401ff28383183c421e2876e77d5", + "prepared_review_unit_hash": "063fa8388462409f23be7114ad8af78b667d298b11a214898fc747999f8be1ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -16556,18 +16541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` that address different Trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable method. They are related only by file/subsystem, not by the same underlying bug or change.", - "confidence": 0.97, + "summary": "Two open PRs in `src/transformers/trainer.py` both add override hooks for custom trainer behavior, but they target different training paths: gradient-accumulation loss scaling vs. signature-column filtering.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete, bug-fix-like Trainer change and is a reasonable representative if one PR must be chosen.", + "canonical_pr_reason": "PR #43663 is the better representative because it introduces a general hook for signature-column filtering, a core trainer extensibility point, and is the cleaner standalone change.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone candidate because it fixes a specific training-step loss-scaling path with a narrow, clearly scoped change.", + "best_pr_reason": "PR #43663 is the strongest standalone PR in the cluster: it has a clear, self-contained trainer customization goal with a concrete implementation in one code path.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: GA loss scaling in `training_step` versus overrideable dataset column filtering via `_get_signature_columns`. They are not the same bug/change and would not plausibly merge into one PR." + "reason": "They are related only at a high level (trainer extensibility) and modify different behaviors: loss scaling during gradient accumulation vs. dataset column filtering. They would not plausibly be merged as one fix." } ] }, @@ -16586,8 +16571,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -16599,7 +16584,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "c22059d95906cb702829d03b1a3bf9342450fd83df79d20db714babeef918ddc", + "prepared_review_unit_hash": "c3af8a75cb1e004974b648484ce8ec8eba5b4af5734738d0bcba9c524d48af08", "component_budget": { "node_count": 3, "item_count": 3, @@ -16621,30 +16606,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three PRs in `src/transformers/cli/serve.py` all address the same `TypeAdapter`/annotation runtime NameError in the CLI server, with slightly different fixes and scope.", - "confidence": 0.9, + "summary": "One PR is a precise fix for the CLI TypeAdapter import-time NameError; one is a broader but related annotation/postponed-evaluation fix in the same file; the third looks like a different typing cleanup in the same module.", + "confidence": 0.68, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most direct and narrowly-scoped fix for the `TypeAdapter` NameError, explicitly guarding the pydantic import with `TYPE_CHECKING` and string-quoting the annotation.", + "canonical_pr_reason": "PR 43842 is the most focused fix for the actual runtime NameError: it keeps TypeAdapter under TYPE_CHECKING and quotes the annotation in the affected validation path, with minimal unrelated change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it targets the concrete failure mode most explicitly and with the smallest change surface.", + "best_pr_reason": "PR 43842 is the best standalone fix because it directly addresses the reported TypeAdapter NameError with the smallest, clearest code change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same underlying `TypeAdapter` annotation NameError in `cli/serve.py`; they differ mainly in the exact typing workaround, not the bug being addressed." + "accept": false, + "reason": "Both touch serve.py and mention NameError, but 43656\u2019s diff preview is about future-annotations/type-hint cleanup around TimedModel rather than the specific pydantic/TypeAdapter import issue fixed in 43842, so they do not clearly fix the same concrete bug." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs are about the same `TypeAdapter` runtime NameError in the serve CLI and both rely on postponing or stringifying the annotation to avoid evaluating it at import time." + "reason": "Both appear to address the same TypeAdapter annotation NameError in transformers/cli/serve.py, and both are plausible alternative implementations of the same fix (postponed annotation evaluation vs quoting TypeAdapter under TYPE_CHECKING)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py`, and the titles/diffs support that they are variants of the same `TypeAdapter`/annotation NameError fix. The soft-edge accepts are also conservative enough, especially for the shared issue target between 43836 and 43842 and the common runtime-annotation workaround pattern across all three PRs." + "feedback": "The verdicts are conservative and grounded in the packet. PR 43842 and 43836 both target the same file and issue target, so treating them as alternative fixes for the same bug is reasonable. PR 43656 has a different issue target and the preview looks more like broader typing/future-annotations cleanup, so rejecting that pairing is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -16726,8 +16711,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16834,20 +16819,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "17be7b7184ca9f77d36e3f84fc8f9d226f6a3939317820cc3330f6067ae09a3d", + "prepared_review_unit_hash": "ff16d76c995eeeaad05f7b792b897bd55b692e19c852a77fa7f66ff6f70ca1d8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, + "serialized_chars": 76933, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -16856,72 +16841,72 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. Most PRs are not duplicates because they touch different models/code paths, even when they all reference the same tracking issue. The only clear duplicate/superset relationships are within the GPT-J/CodeGen group and the GPT-Neo group, plus a few same-file follow-ups in that family.", - "confidence": 0.91, + "summary": "This cluster is mostly a mixed bag of model-specific output-tracing refactors. Only a few pairs look like true duplicates of the same concrete change: the GPT-J/CodeGen variants and the GPT-Neo variants. Most other pairs share only the broad standardized-output theme and should stay separate.", + "confidence": 0.58, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44722 is the best representative of the duplicate set: it covers the same GPT-J/CodeGen output-tracing refactor as the other GPT-J-family PRs, explicitly targets the tracking issue, and appears to be the most complete/later version of that same change.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the true duplicate subset: it is the latest and broadest GPT-J/CodeGen output-tracing refactor, and it matches the same concrete code-path change as the other GPT-J variants.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44722 is the strongest single PR to keep because it captures the concrete GPT-J/CodeGen code-path refactor most cleanly and subsumes the narrower GPT-J-only variants in the cluster.", + "best_pr_reason": "44722 is the best overall PR representative among the genuine duplicates because it is the most complete version of the GPT-J/CodeGen refactor and has the clearest overlap with the other accepted PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue is not enough to treat them as duplicates." + "reason": "Different model families and different code paths; only the generic output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they apply to different models and code paths." + "reason": "Different models; same issue target is not enough to treat these as duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both patch the same GPT-J output-tracing code path in modeling_gptj.py; they look like the same underlying change." + "reason": "Both target GPT-J output tracing in the same file and are the same underlying decorator-based refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; similar refactor pattern, not the same bug/change." + "reason": "RegNet/ResNet output-tracing refactor versus EfficientNet; same pattern, but not the same code-path problem." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths, so this is not a duplicate." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model-specific refactors, not one shared change." + "reason": "Different model families and distinct forward paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; same tracking issue does not make them duplicates." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J output tracing and MGP-STR output tracing are different model paths." + "reason": "GPT-J/CodeGen output tracing versus MGP-STR; same refactor style, different code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate refactors in different files and code paths." + "reason": "GPT-J/CodeGen versus MPT; these are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors over the same model file and test area; they are the same underlying change." + "reason": "Both are GPT-Neo output-tracing refactors touching the same model file and the same code path." }, { "left": "pull_request:44066", @@ -16933,313 +16918,355 @@ "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J target different model code paths, so these are not duplicates." + "reason": "Different model families; only the broader standardized-output theme is shared." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model refactors." + "reason": "ResNet output tracing versus GPT-J/CodeGen output tracing; not the same concrete change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated; shared output-tracing theme is too broad." + "reason": "ResNet and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths." + "reason": "GPT-Neo and ResNet do not share the same concrete bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." + "reason": "ResNet versus MPT; same refactor theme, different code path." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families and code paths." + "reason": "GPT-Neo output tracing and Flaubert output tracing are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen here." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + "reason": "MPT and GPT-J/CodeGen are different implementations with different forward logic." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model implementations." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models." + "reason": "GPT-Neo versus MGP-STR; same pattern, different code path." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are separate model-specific refactors." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR do not share the same code path." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are different models and different output-handling implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different code paths." + "reason": "GPT-2 and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated refactors." + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "SegFormer and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are separate model implementations." + "reason": "SegFormer and LongT5 are distinct models with separate refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different code paths." + "reason": "SegFormer and VisualBert are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated models." + "reason": "GPT-Neo and MPT are unrelated." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different model-specific refactors." + "reason": "MPT and MGP-STR do not share the same concrete code-path change." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated model implementations." + "reason": "RegNet and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer and TextNet are different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are distinct model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different models; same output-tracing theme is too broad." + "reason": "RegNet and MPNet are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model code paths." + "reason": "MPT and ImageGPT are different models." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model families." + "reason": "TextNet and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated refactors." + "reason": "MPNet and LongT5 are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different models, not a duplicate bug fix." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model-specific changes." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different code paths." + "reason": "TextNet and LongT5 do not fix the same concrete change." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are unrelated model refactors." + "reason": "RegNet and MPT are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model implementations." + "reason": "SqueezeBert and MPT are different models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate code paths." + "reason": "SqueezeBert and VisualBert are unrelated." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + "reason": "GPT-Neo and SpeechT5 are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "RegNet and TextNet are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated changes." + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model families." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are separate code paths." + "reason": "MPT and SpeechT5 do not share the same underlying bug/change." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." + "reason": "CVT/FNet output tracing and LongT5 are unrelated model changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." + "reason": "CVT/FNet and SegFormer are different models." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa-v2 are unrelated code paths." + "reason": "SqueezeBert and DeBERTa are separate model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model implementations." + "reason": "DeBERTa and TextNet are unrelated models." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "They overlap on the same GPT-J/CodeGen output-tracing refactor and could be merged as one change set." + "reason": "Both cover the same GPT-J/CodeGen output-tracing rewrite, and 44722 is the broader later version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are the same GPT-J-family output-tracing change; 44722 looks like a broader later iteration of the same refactor." + "reason": "Both are GPT-J output-tracing refactors for the same code path, with 44722 also including the related CodeGen update." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models." + "reason": "GPT-J and SpeechT5 are unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are separate model-specific refactors." + "reason": "CVT/FNet and RegNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different model families." + "reason": "DeBERTa and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated model-specific changes." + "reason": "DeBERTa and VITS are unrelated models." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model code paths, despite similar refactor style." + "reason": "FocalNet and ImageGPT are different model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it keeps the cluster scoped to model-specific output-tracing refactors, and the only affirmative duplicate/superset calls are on clearly overlapping GPT-J/CodeGen and GPT-Neo change sets. The false verdicts stay conservative by refusing to merge different model families just because they share the same tracking issue. I don\u2019t see an overstatement of evidence or an unsupported mergeable pair." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by shared model/file changes and look mergeable into a single bugfix PR, while the rejected pairs are appropriately limited to broad theme overlap or different model paths. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -17255,8 +17282,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -17274,20 +17301,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cd1ad8bfad8cee640726873374a69d1e00d4eacb71637837435351ad4d4a67bc", + "prepared_review_unit_hash": "627be9d75905e7ffb532c019731c12d20402225ec2cf426bb4fa79a687487d27", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17296,42 +17323,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific pull requests for the same broad output-tracing refactor pattern, but they target different code paths and should not be deduplicated. None of the soft pairs are close enough to merge as the same PR.", - "confidence": 0.94, + "summary": "These PRs are all model-specific refactors to adopt standardized output tracing/capture, but they affect different architectures and code paths, so they are related in theme rather than duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this cluster; if one representative is needed, PR 44074 is the most complete exemplar because it combines the standardized output-capture refactor with test updates, while the others are separate model implementations.", + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit tracking issue, a clearly scoped SpeechT5 output-capture refactor, and enough diff context to show the intended code-path change.", "best_issue_reason": null, - "best_pr_reason": "PR 44074 is the best representative of the cluster because it is a clear instance of the standardized output-tracing migration and includes both implementation and test coverage, making it the most complete reference point among otherwise distinct model-specific refactors.", + "best_pr_reason": "44129 is the best single representative because it is self-contained, explicitly tracked, and shows a more complete model-level output-tracing migration than the other small, architecture-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same general refactor theme, but different models and files (VisualBert vs TextNet). They do not appear to fix the same concrete code-path problem and would not naturally be merged into one PR." + "reason": "Same general refactor pattern, but different models (VisualBert vs TextNet) and different code paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing migrations, but MPNet and VisualBert are separate implementations with distinct forward paths; this is a shared initiative, not a duplicate change." + "reason": "Both are output-tracing migrations, but they target different model implementations (MPNet vs VisualBert) and are not mergeable as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model code paths (MPNet vs TextNet) and separate refactors. Similar mechanism, but not the same underlying bug or change." + "reason": "Related only by the standardized capture_outputs migration theme; MPNet and TextNet are distinct model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. The PRs share a refactoring style, not a concrete duplicate fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; this is the same tooling-style refactor, not a duplicate bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These target different models and different forward/output-handling code paths. The similarity is only at the level of standardized output-capture migration, which is too broad for duplication." + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 fix different model-specific implementations and could not be merged into one PR." } ] }, @@ -17350,8 +17377,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -17414,262 +17441,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b449be1ef67e3474c0b9dda04d7080f822f2f3ae2502984af0dcfa384bb34f98", + "prepared_review_unit_hash": "c635b916080692d8a7e5f39110c6ae49ef77a1aa8a4fd18e6d2beb9e197ebde8", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41325, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "serialized_chars": 41323, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41325, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "serialized_chars": 41323, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific refactor PRs around output tracing/can_return_tuple. They share a theme, but they do not appear to fix the same underlying bug or implement the same concrete change, so they should not be deduplicated as one PR.", - "confidence": 0.95, + "summary": "All items are the same broad refactor theme (output tracing / can_return_tuple) but they target different model families and forward paths, so they are not duplicates of one another.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest and most central representative of the cluster theme, touching both `mamba` and `falcon_mamba` and adding the tracing infrastructure pieces. It is the best single PR to anchor the group, even though the group is not truly duplicate-pr-like.", + "canonical_pr_reason": "No single canonical duplicate stands out: each PR changes a different model implementation, so there is no one PR that subsumes the others as the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative of the shared output-tracing refactor pattern because it spans multiple related model files and includes the core tracing helper integration, making it the most general entry point in the set.", + "best_pr_reason": "PR 44003 is the strongest representative of the recurring refactor pattern because it is broader than the others (touching both Mamba and FalconMamba) and introduces the core tracing helpers, but it is still not a duplicate of the model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models (`timm_backbone` vs `upernet`) and different code paths; not mergeable as one concrete fix." + "reason": "Different model code paths: `timm_backbone` vs `upernet`. Same refactor style, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated architectures (`timm_backbone` vs `vision_text_dual_encoder`) with different forward signatures." + "reason": "Different architectures and files: `timm_backbone` vs `vision_text_dual_encoder`." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `univnet`); shared utility adoption is too broad to count as the same bug/change." + "reason": "Different model families: `timm_backbone` vs `univnet`." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` refactor and `mamba/falcon_mamba` refactor are separate model-specific changes, not one shared code-path fix." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated subsystems with distinct forward semantics; similarity is only in the refactor pattern." + "reason": "Different targets and code paths: `timm_backbone` vs `mamba`/`falcon_mamba`." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` touch different model internals and output handling; not the same underlying issue." + "reason": "Different model implementations: `timm_backbone` vs `rwkv`." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; the shared helper import does not indicate the same bug or change." + "reason": "Different model families: `mobilenet_v1` vs `univnet`." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model refactors in different files and code paths; no common concrete defect." + "reason": "Different code paths: `mobilenet_v1` vs `upernet`." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` both refactor output tracing, but for different forward methods and output contracts." + "reason": "Different model code paths: `mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model families (`mobilenet_v1` vs `vision_encoder_decoder`); not the same change." + "reason": "Different models and files: `mobilenet_v1` vs `vision_encoder_decoder`." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated targets; no shared bug beyond the refactor motif." + "reason": "Different model families: `mobilenet_v1` vs `speech_encoder_decoder`." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are different architectures with different output shapes and forward behavior." + "reason": "Different model implementations: `vision_text_dual_encoder` vs `univnet`." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are separate refactors in unrelated models; shared utility usage is not enough to merge them." + "reason": "Different model families: `vision_text_dual_encoder` vs `upernet`." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and code paths (`vision_text_dual_encoder` vs `depth_anything`); not one concrete fix." + "reason": "Different targets: `vision_text_dual_encoder` vs `depth_anything`." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Encoder-decoder wrapper refactor and dual-encoder refactor are distinct changes, despite similar naming." + "reason": "Related wrapper style, but different concrete code paths: `vision_text_dual_encoder` vs `vision_encoder_decoder`." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations; no evidence of the same underlying bug." + "reason": "Different model families: `univnet` vs `upernet`." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "These PRs refactor different model forward passes and output types; not duplicate fixes." + "reason": "Different implementations: `univnet` vs `depth_anything`." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "`univnet` and `vision_encoder_decoder` are separate subsystems with different output-tracing behavior." + "reason": "Different model wrappers and forward paths: `univnet` vs `vision_encoder_decoder`." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated models; the refactor pattern is shared, but the concrete code-path problem is not." + "reason": "Different models: `upernet` vs `rwkv`." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "`upernet` and `depth_anything` are different segmentation/depth models with distinct output handling." + "reason": "Different model code paths: `upernet` vs `depth_anything`." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` touch different forward pipelines and do not appear to fix the same issue." + "reason": "Different model families: `univnet` vs `mamba`/`falcon_mamba`." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model families and not the same concrete change." + "reason": "Different targets and architectures: `upernet` vs `mamba`/`falcon_mamba`." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are different model families; no shared code-path defect is shown." + "reason": "Different model families: `vision_text_dual_encoder` vs `mamba`/`falcon_mamba`." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths: `mamba`/`falcon_mamba` vs `superpoint`." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models: `mamba`/`falcon_mamba` vs `codegen`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: `timm_backbone` vs `codegen`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different targets: `univnet` vs `codegen`." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths: `upernet` vs `codegen`." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are distinct model wrappers with different forward/output contracts." + "reason": "Different model families and files: `depth_anything` vs `vision_encoder_decoder`." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are different model families; same helper adoption does not make them duplicates." + "reason": "Different encoder-decoder model paths: `depth_anything` vs `speech_encoder_decoder`." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated vision models with different return semantics." + "reason": "Different model implementations: `depth_anything` vs `superpoint`." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are separate architectures; no evidence they address the same bug." + "reason": "Different models: `depth_anything` vs `rwkv`." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different model stacks and do not share a concrete code-path issue." + "reason": "Different model code paths: `depth_anything` vs `dpr`." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are different model classes and the diffs affect different wrapper implementations." + "reason": "Different models: `vision_encoder_decoder` vs `rwkv`." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated components; no same underlying fix." + "reason": "Different wrapper models and forward paths: `vision_encoder_decoder` vs `speech_encoder_decoder`." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "These target unrelated model families with different tracing/output behavior." + "reason": "Different targets: `vision_encoder_decoder` vs `superpoint`." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` do not share the same concrete bug or code path." + "reason": "Different model families: `vision_encoder_decoder` vs `dpr`." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different models with no shared implementation bug." + "reason": "Different model implementations: `speech_encoder_decoder` vs `superpoint`." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated model families; same refactor style only." + "reason": "Different model families: `speech_encoder_decoder` vs `rwkv`." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model types; not a single mergeable change." + "reason": "Different targets: `speech_encoder_decoder` vs `dpr`." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated; no shared underlying defect." + "reason": "Different model code paths: `superpoint` vs `rwkv`." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are distinct models and output contracts." + "reason": "Different models: `superpoint` vs `dpr`." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model families with different forward/output behavior; not the same fix." + "reason": "Different model families: `rwkv` vs `dpr`." } ] }, @@ -17688,8 +17739,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -17702,30 +17753,30 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "beec43530fbd6a59bc57ff28f4bffba472f5e732e19f43598cebe76f1db8c6c2", + "prepared_review_unit_hash": "eaeb3588d720c5b9c1ff81fba4c0a732be4daf147a76c2344ce61d8c531177f3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-integration additions for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Transformers boilerplate and auto-registration files, so they are not duplicates.", - "confidence": 0.99, + "summary": "These three PRs are separate model-addition implementations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers scaffolding and auto-registry/docs changes, but they do not target the same underlying bug or the same concrete code path.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17735,19 +17786,19 @@ "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL adds a vision-language model, while Voxtral TTS adds a text-to-speech model with tokenization/generation support. Shared auto/docs files are generic boilerplate, not the same underlying change." + "reason": "Different model families and different feature areas (vision-language vs TTS). The overlap is limited to generic package/auto/docs wiring, not the same code-path fix or mergeable duplicate change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Separate model additions for different architectures and tasks (PenguinVL vs DeepSeek-OCR-2). The overlap is only in Transformers registration/docs scaffolding, not a shared bug or mergeable unified fix." + "reason": "Both add new models, but they are distinct implementations with different configs, processors, and modeling code. Shared framework registration files are boilerplate, not evidence of a duplicate PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Both are new model-support PRs, but for unrelated models and modalities (OCR/VLM vs TTS). They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated models with different modalities and conversion/modeling stacks. They only coincide on generic Transformers registry/docs updates." } ] }, @@ -17766,8 +17817,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -17777,7 +17828,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "8f4e45bec3f46bb19af7b973f018c9682bb1c48beee5e289ecb653aca9c06b8b", + "prepared_review_unit_hash": "ca0a519467367fa4463ac77952e43cef31825cff15ced2c1450a6c139cc97a4c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17799,18 +17850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only thematically: both involve model/kernel fusion, but one adds a generic Module Fusion API while the other adds KernelConfig-based n-to-1 kernel fusion integration. They address different abstractions and could not plausibly be merged as one fix/change.", - "confidence": 0.95, + "summary": "These two PRs are related by the general fusion theme, but they implement different layers: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not the same concrete change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, user-facing fusion change: it integrates fusion through KernelConfig and model loading, whereas PR 44979 is lower-level API scaffolding.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45363 is the best representative of the cluster because it carries the actual end-to-end feature path and example usage, not just the foundational abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: 44979 introduces a new generic module fusion API and tests; 45363 wires kernel fusion through KernelConfig and integrations. Shared fusion terminology is too broad to treat as the same underlying change." + "reason": "Shared fusion terminology only; 44979 introduces a generic module-fusion abstraction, while 45363 implements n-to-1 kernel fusion via KernelConfig. Different codepaths and not plausibly one merged PR." } ] }, @@ -17829,8 +17880,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -17840,12 +17891,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9657f6cc6b2c72fe6fee44122d1e7c4daa3da3dba65d1b86273e34126a4de740", + "prepared_review_unit_hash": "e4b09921fbd903264421cb93d27be802f0a555057ef67a6b39d52916d977fbf2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17853,7 +17904,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17862,18 +17913,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and the later PR adds test coverage, so they are effectively duplicates.", - "confidence": 0.98, + "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with nearly identical patching in tokenization_utils_tokenizers.py; 45317 is the more complete follow-up because it adds tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 but is more complete, with added test coverage and clearer framing of the failure mode.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also includes test coverage and a fuller description of the failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster: same concrete bug fix, same file, same issue target, and it includes validation beyond the minimal patch.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the same concrete bug with the same code change and adds regression tests, making it the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in the same code path; the diff is essentially the same fix, and the later PR is a superset with tests." + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is effectively a more complete version of the first, not a different change." } ] }, @@ -17892,8 +17943,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -17903,7 +17954,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c43b422293382dc6cf86334e152b3d4ba185353cf3f65f35ef0d420166892837", + "prepared_review_unit_hash": "0f391692af5dbc1ecc3bf2ba6b4facc91f3010566429ccd62db5d593d3cadd67", "component_budget": { "node_count": 2, "item_count": 2, @@ -17925,18 +17976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH efforts, but they are not duplicates: one is a narrow refactor/conversion-mapping update, the other is a broader model split into NemotronHDense/NemotronHSparse with docs and tests. The soft edge should be rejected.", - "confidence": 0.92, + "summary": "These are related NemotronH workstreams, but not the same PR: one is a conversion/refactor precursor and the other is the broader model split and documentation/update PR.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it covers the larger architectural change: new dense/sparse NemotronH variants, auto-mapping updates, docs, and tests. PR 45115 is a narrower conversion/mapping refactor.", + "canonical_pr_reason": "PR 45569 is the better cluster representative because it is the broader, more complete NemotronH change set: it adds the dense/sparse model split, backward-compat dispatcher, auto-mapping updates, and docs.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the most complete and central artifact here; it reflects the full NemotronH refactor rather than just the checkpoint key renaming work in 45115.", + "best_pr_reason": "PR 45569 is the best overall PR here since it covers the final architecture change rather than just conversion-mapping and inheritance plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different scope and likely different merge units: 45115 only adds conversion-mapping and inheritance refactor logic, while 45569 introduces separate dense/sparse model implementations, documentation, auto-mapping, and tests. They share files because 45569 builds on the same model area, not because they are the same change." + "reason": "Reject: 45115 is mainly a conversion-mapping/refactor PR for NemotronH \u2192 GraniteMoeHybrid-style renames, while 45569 introduces the larger dense/sparse model split and related docs/auto/model updates. They share files but not the same concrete fix." } ] }, @@ -17955,8 +18006,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -17966,7 +18017,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "611ac16a34db97497a2b9f5a09ffc5d8839e6766404dfa6c840445057b2a55bb", + "prepared_review_unit_hash": "82de9d926dd0b95ec942bbab811906d3f53cc765efb294ef4a34db30aa370028", "component_budget": { "node_count": 2, "item_count": 2, @@ -17988,18 +18039,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same heterogeneous-model effort, but they are not the same change: one adds per-layer heterogeneous configuration support, the other adds heterogeneous model/caching support that builds on that config layer. Related, but not duplicate-mergable as a single PR.", - "confidence": 0.79, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, and the other adds heterogeneous modeling/cache support. They overlap in config plumbing, but they are not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and the best representative of the overall heterogeneous-model work; it touches the model/caching integration rather than only the config plumbing.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache, masking, modeling, and tests, so it best represents the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best cluster representative because it covers the wider end-user feature and integrates the heterogeneous config into model behavior, whereas #45333 is the narrower prerequisite/config-layer PR.", + "best_pr_reason": "PR #45332 is the strongest representative because it covers the larger end-to-end heterogeneous model support, while #45333 is a narrower config-only prerequisite-like change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are adjacent pieces of the same feature area, but not the same concrete fix/change: #45333 adds heterogeneous per-layer config support, while #45332 adds heterogeneous model/caching support that appears to consume that config. Separate PRs, not duplicates." + "reason": "Related but not duplicates: #45333 is config-only support, while #45332 extends into modeling/cache behavior. They share infrastructure, but they do not fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -18018,8 +18069,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -18029,12 +18080,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "71dc9478cd08a814f5fad39cbd2077807175c01850d55f52a08496daa1291218", + "prepared_review_unit_hash": "96ce0a3cc51890725c59707c00a06058850de669b1c48043d5c1a9abe69f6736", "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 }, @@ -18042,7 +18093,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18051,18 +18102,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related pull requests in transformers, but they address different scopes: one is a broad repository-wide type-checking cleanup, the other is a narrower set of typing protocol/stub fixes around modeling_utils and PEFT integration.", - "confidence": 0.88, + "summary": "These are both typing-focused pull requests, but they are not the same change: PR 45415 is a broad repository-wide typing sweep, while PR 45425 adds specific typing protocols/aliases for modeling_utils and related integrations. They should not be deduplicated or merged as one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the better canonical PR because it is the broader, more representative typing sweep across many transformers modules and the type-checking configuration itself.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best cluster representative: it covers the main repository-wide typing cleanup theme, whereas PR 45425 is a narrower follow-up focused on specific protocol/type definitions.", + "best_pr_reason": "PR 45425 is the more concrete, self-contained change set: it introduces specific typing helpers and updates the affected code paths. PR 45415 is a much broader typing cleanup across many files, so it is not a good canonical representative for this pair.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both PRs are about typing, but they do not appear to fix the same concrete code-path problem. 45415 is a broad type-checking pass over many files; 45425 adds specific typing protocols and related fixes in a smaller set of modules. They are related, not duplicates, and would not naturally be merged into one PR." + "reason": "Reject: the overlap is only thematic and file-level, not the same underlying bug or change. 45415 is a broad type-checking sweep across many modules, whereas 45425 adds targeted typing abstractions for modeling_utils/PEFT-related APIs; they could not plausibly be merged as one PR without losing distinct scope." } ] }, @@ -18081,8 +18132,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45487-2", "nodes": [ @@ -18092,12 +18143,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "69ea8eb436f2b1b6d4d5653f1f16852954c2686a33f9c52a04f9c007293f3bc0", + "prepared_review_unit_hash": "92dc4b913355a9d19ca2f84e5e45dc38ae4b047b526b6f0b9e358c998333d043", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5158, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18105,7 +18156,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5158, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18114,18 +18165,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests: one fixes device placement/model-parallel logic in AltCLIP and ChineseCLIP code paths, while the other only adds XPU test expectations for Qianfan OCR. They do not appear to address the same underlying bug or change.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: PR 45487 fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP code paths, while PR 45615 only adds XPU test expectations for qianfan_ocr. They do not appear to modify the same underlying behavior.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the canonical PR because it contains the substantive code fix across model implementations for a real device placement/model-parallel issue, whereas PR #45615 is limited to test expectation updates.", + "canonical_pr_reason": "PR 45487 is the better canonical PR because it fixes the concrete runtime bug in model code (moving buffered token type IDs to the correct device) rather than only adjusting tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative of the cluster because it makes an actual functional correction in model code and spans the core bug being addressed; PR #45615 is test-only and unrelated in behavior.", + "best_pr_reason": "PR 45487 is the strongest representative of the cluster since it contains the substantive fix; PR 45615 is just test-data expansion and does not represent the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different code paths and problems: #45487 fixes token_type_ids/device handling in AltCLIP/ChineseCLIP model internals, while #45615 only updates Qianfan OCR XPU test outputs. They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Different artifacts and different problems: 45487 fixes model-parallel device handling in AltCLIP/ChineseCLIP, while 45615 adds XPU test expectations for qianfan_ocr. They are not the same underlying bug or change." } ] }, @@ -18144,8 +18195,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -18155,7 +18206,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9e515b3d70df765082c1934d22a57ec5ecaf0e70bef7472dc82ffa6ffcf6c179", + "prepared_review_unit_hash": "d6ca49e4c9bbd69afc12e989c45402a52e2b8e3d43cee84edc59831be1b48c01", "component_budget": { "node_count": 2, "item_count": 2, @@ -18177,18 +18228,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are EP-related, but they fix different concrete failure modes: #45548 addresses accelerate/ZeRO-3 loading and config serialization of distributed_config, while #45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are not duplicates.", - "confidence": 0.96, + "summary": "These are both EP-related PRs, but they fix different bugs: one is about preserving distributed_config/has_ep during loading, while the other is about preventing expert parameters from being overwritten during distributed sharding/broadcast. Not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it addresses a more concrete EP correctness failure in the actual loading path, while pull_request:45548 is a narrower serialization/loading compatibility fix.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the better representative PR for the cluster because it targets a specific, concrete EP loading bug with a broader code-path fix; however, it is not a duplicate of #45548.", + "best_pr_reason": "pull_request:45662 is the best PR to keep as the representative because it fixes a specific, user-visible expert-parallel corruption bug across multiple distributed code paths; pull_request:45548 is related but distinct and more limited in scope.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and loading paths: #45548 is about preserving distributed_config / enabling EP during accelerate+ZeRO-3 loading, while #45662 fixes experts being clobbered by rank-0 broadcast under FSDP2." + "reason": "They share EP/modeling_utils context, but the bugs differ: 45548 adds config serialization and a has_ep helper for ZeRO-3 loading, whereas 45662 prevents expert weights from being overwritten during post-shard wrapping/broadcast. Different failure modes and fixes." } ] }, @@ -18207,8 +18258,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -18218,12 +18269,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1c24ad844a4cf231a0f4a8948823d0675458f9abea0d61f62dcc7c45690fae30", + "prepared_review_unit_hash": "ae91b9de655d8410a08d866a9a7b1b90f40ac0dc707e7a87871c13f2beb05acd", "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 }, @@ -18231,7 +18282,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18240,18 +18291,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision in captured_info debug artifacts; PR 45645 is the broader, more complete fix, while PR 45639 is a narrower subset focused on the helper in testing_utils.py.", + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils; PR 45645 looks like the broader superset that also updates CI log collection, while 45639 is the narrower core fix.", "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the xdist-safe artifact writing change plus the CI-side log collection updates needed to consume per-worker files, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR 45645 is the more complete implementation of the captured_info/xdist fix: it includes the testing_utils worker-safe output handling and also adjusts CI workflow/log preservation so the new artifact layout is consumed correctly.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the full captured_info xdist-safe workflow, not just the helper refactor.", + "best_pr_reason": "PR 45645 is the best representative because it covers the concrete bug fix and the supporting pipeline changes needed for the new multi-file captured_info behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 appears to build on the same fix path as 45639 and could plausibly be merged as one combined PR." + "reason": "Both PRs target the same underlying xdist collision in captured_info artifact generation. 45645 appears to subsume 45639 by implementing the same core fix plus CI/log handling updates, so they could plausibly be merged into one change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3120ad1b231dd5472e4ba5d87c9ddc8d159632a2..cc815f09d3186a1bea2af7a9446e17194d1e1267 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260503t060035z", + "analysis_id": "hybrid-model-20260503t120038z", "archived_artifacts": { - "hybrid": "snapshots/20260503T060035Z/analysis-runs/hybrid-model-20260503t060035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260503T060035Z/analysis-runs/hybrid-model-20260503t060035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-03T06:02:12Z", + "published_at": "2026-05-03T12:08:42Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260503T060035Z", + "snapshot_id": "20260503T120038Z", "variant": "hybrid" } diff --git a/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..8ceb681948204c2c9766af123814456a2bb189b5 --- /dev/null +++ b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json @@ -0,0 +1,2076 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260503T120038Z", + "generated_at": "2026-05-03T12:08:40Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + 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"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." + } + ], + "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 + }, + "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/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..67b3c22d76fb6d85847eb374d214dd84a4d7d177 --- /dev/null +++ b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18446 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260503T120038Z", + "generated_at": "2026-05-03T12:08:40Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "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": "d55cd669cfa52546c42d6f37dc21ca91a6a942d49666c64d1c7a0fd8ce5d1ea1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + 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The only clear duplicate pair is the DeepSpeed ZeRO-3/Bert index-out-of-bounds report (43596/43638); most other soft pairs are different failures in different models, hardware paths, or docs topics.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43596 is the broadest clean representative of the only clear duplicate subcluster; 43638 is the same ZeRO-3/Bert index-out-of-bounds bug with a narrower 'non pretrained Bert model' wording.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best issue representative because it is the general form of the duplicate ZeRO-3/Bert failure and is clearer than the more specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 bugs: a missing config attribute vs a chat/streaming inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: AMD GPU runtime issue vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: image preprocessor/model dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different issues in different models: AMD GPU failure vs GraniteMoE invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3-8B-NVFP4 vs AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but one is the ZeRO-3/Bert out-of-bounds bug and the other is a separate mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "The ZeRO-3/Bert index-out-of-bounds report is not 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"issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/save-load inconsistency are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and GPT-OSS MoE TP failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and LoRA merge/load mismatch are different problems." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP/activation-checkpointing size mismatch and mask shape mismatch are different errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds and GPT-OSS MoE TP failure are 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"issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram_int failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and autocast dtype mismatch are different code-path problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in DeepSpeed and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy and mask shape mismatch are different failures." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index-out-of-bounds are different model/code paths." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate cleanup items." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load issue and Ovis2 corrupted checkpoint are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-index shape mismatch and Bert ZeRO-3 index-out-of-bounds are not the same failure." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Qwen3-MoE sliding_window issue are different model-specific bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming chat/completions failure are different pathways and not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and PretrainedConfig pydantic-model break are different issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram_int failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram_int failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing and autocast dtype mismatch are different code-path issues." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern missing are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask shape mismatch and Gemma3 ZeRO-3 load failure are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-model break are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 TRL SFT embedding unpacking issue and GPT-OSS MoE TP failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate pair is issue:43596 / issue:43638, and the rest of the false verdicts are phrased cautiously without overstating sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698" + ], + "soft_pairs": [ + "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:43531|issue:45070", + "issue:39290|issue:43742", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "55cd2a74eae8af6a35650ac10e344e2d26bf9f8da3c99358e9c739f540a80223", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37272, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The v5 non-persistent-buffer reports form a solid duplicate cluster around the same regression in `from_pretrained`/buffer restoration. The `trust_remote_code`/custom-module loading pair is plausible but too under-evidenced here to call a duplicate; their titles suggest adjacent loading issues, not clearly one mergeable fix.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the most precise representative: it names the `from_pretrained` path and the non-persistent-buffer corruption directly, and it cleanly subsumes the other v5 buffer reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best global issue because it states the concrete regression most clearly and matches the shared symptom across the confirmed duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL/vLLM model loading failure vs GGUF architecture support request." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both mention config fields, but one is a missing `pad_token_idx` and the other is a broader `PretrainedConfig`/pydantic regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is an int4 memory/OOM regression; the other is tied-weights behavior on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "MoE is too broad here; grouped_mm tracing on Mixtral is not the same bug as the GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes and code paths: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` handling during init-empty-weights is a different bug from the pydantic field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming API failure are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` behavior is not the same as the `PretrainedConfig`/pydantic regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure modes: missing `sliding_window_pattern` in vLLM vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the shape-mismatch mask bug and the ZeRO-3 empty-dimension BertModel error are distinct." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but embedding quality complaints and bad AutoModel/pipeline outputs are not clearly the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and the GLM5 issue are separate model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "The titles point to adjacent `from_pretrained`/custom-module loading problems, but the evidence is not strong enough to show the same concrete bug or one mergeable fix." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL SFT embedding unpacking are different failure paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and Qwen3.5 SFT trainer unpacking error are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "The tied-weights language overlaps, but the Mistral3 image-text model issue is too specific to treat as the same regression." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention invalid group type on Qwen3.5 is unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different issue from tied weights." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3-MoE is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as the tied-weight regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are different documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime error do not share a concrete code path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption/junk symptom and appear to describe the same regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same v5 non-persistent-buffer corruption bug, with slightly different wording and scope." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures: Qwen-3-8B-NVFP4 error vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/example errors and SigLIP2 embedding quality complaints are related by model family but not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids/SDPA fallback are different failure modes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and an unrelated loading-noise issue are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to the Gemma3 ZeRO-3 zero-size index error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The v5 non-persistent-buffer duplicates are well supported, but the 45632/45698 acceptance is too strong for the packet. Their titles suggest related `from_pretrained`/custom-module loading issues, yet not clearly the same concrete bug or a single mergeable fix from the evidence provided. The summary also overstates this as a clear duplicate set. Please keep that pair conservative unless you have stronger body-level evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "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:43881|issue:43883", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "dda675ae4909af8a9f1762b1307162ed094a71f105e2b57d23a70e9a1d5e8a84", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37872, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue families, with only a few true duplicate pairs. The clearest duplicate groups are the docs pipeline cleanup, the `_is_hf_initialized` / `init_empty_weights` TypeError, the Whisper fbank failure, and the SigLIP2 implementation discrepancy.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue spans the whole set; the items split into several unrelated bug families. If a representative is needed for the strongest duplicate pair, issue 44291 is the clearest canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the best overall representative because it states the concrete root failure (`init_empty_weights` / unexpected `_is_hf_initialized` argument) most precisely and cleanly subsumes the broader 43872 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes; a bad Voxtral AutoTokenizer message is unrelated to the Molmo tied-weights attribute error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are bitsandbytes/quantization-related, but the concrete failures differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same broad SigLIP2/tokenization area, but one is an embedding-quality complaint and the other is a versioned tokenizer regression; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities is not the same concrete issue as worse-than-SigLIP text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "A Voxtral AutoTokenizer error message issue is unrelated to a glm-4v-9b loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing/LoRA behavior and int4 CUDA reserved-memory/OOM regressions are different code-path problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to a SigLIP2 implementation/reference mismatch; 43493 is the more explicit statement of the same underlying discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but 43643 is an AutoConfig field-loss bug while 45020 is a broader loader regression." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization for deepseek-coder and a Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A glm-4v-9b loading failure and a missing `all_tied_weights_keys` attribute in Molmo are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Deepseek detokenization and AMD GPU incompatibility for GPT-OSS-20B are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures; the generic noise report does not match the cjvt/sleng-bert load issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing and Qwen3 MoE training memory usage are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "A Qwen3VL `weight_only=True` load error is unrelated to the GLM5 issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA portability across hf4.x/hf5.x and the `tie_word_embeddings` warning are different model-configuration issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 load failure and Qwen3 MoE fp8 failure are distinct loader problems." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Deepseek detokenization and ScandiBERT tokenizer loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration logic in `add-new-model-like` is not the same bug as remote_code loader regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback blocking are different issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression and a specific Kimi-K2.5 tokenizer/codec regression are not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both reports are the same docs cleanup: stale pipeline-task references after v5 removals." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "A Mistral regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same Whisper run failure, with `_torch_extract_fbank_features()` being the likely underlying cause." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and non-persistent buffer corruption are different loading-state bugs." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and an Ovis checkpoint corruption report are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A MobileLLM key error and flash-attn fallback gating are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE fp8 loading failure and broad remote_code breakage are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer error messaging and EMBEDDIA tokenizer loading failures are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and generic remote_code regressions are not the same concrete issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3-family ZeRO-3 failures, but the titles do not establish the same exact code-path bug; too broad to merge confidently." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same concrete incompatibility: loading with `init_empty_weights` triggers an unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and gradient averaging under DeepSpeed are different training/loading issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are limited and plausibly supported by the titles/body metadata, and the rejected pairs are framed cautiously without overclaiming. No mergeability problems apply here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43824|issue:43957", + "issue:43950|issue:45325", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:36010|issue:42915", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "811df139565ffa2378daf0409c79814cdb4ef218ec824691bb800cf0a464430e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated; only the two Transformers 5.0 regression pairs look like true duplicates. The strongest canonical duplicate is the non-persistent-buffer regression, while the broadest representative issue is the custom model initialization regression.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the clearest canonical report: it states the non-persistent-buffer regression directly and has an almost verbatim duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall representative because it captures the broader custom-model-initialization regression, while 43645 is just the notebook-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: a CustomTrainer API signature change vs a mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Qwen3.5 RLHF NaNs from 3D position_ids vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they concern different models and different failure modes; not enough evidence for one underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The errors are similarly worded, but the reports are generic enough that they could come from different mask-shape bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: a bitsandbytes init incompatibility vs an unusually large CLIPTokenizer model_max_length constant." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and failures: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but the affected models and concrete failures differ too much to treat as one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map handling are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are different model-specific bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Shared Qwen/MoE flavor is too broad; gpt-oss GGUF support and sliding_window behavior are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures: Bamba SDPA/torch.compile vs Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; one report is just notebook-specific." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and meta-device loading regressions are different issues." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Both touch loading/serialization, but one is buffer corruption in from_pretrained and the other is a Qwen2.5-VL rope-index bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and meta-device model-loading regressions are separate issues." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and Float8 storage lookup failure are not the same concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl-embedding video StopIteration and Qwen3.5 embedding unpacking in TRL are different failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough to confirm one bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8 load failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regressions are different from the non-persistent-buffer from_pretrained bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and generic mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and glm4v config validation are separate config-schema issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel indexing and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: ZeRO-3 zero-sized tensor indexing vs tokenizer mapping registration logic." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and mmap-on-Strix-Halo OOM are related to memory, but not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same non-persistent-buffer junk regression in Transformers 5.x." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an output-probability bug and the other is a documentation example with multiple distinct errors." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading for language_model and incorrect visual-encoder save_pretrained keys are different Qwen3.5 problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the two accepted Transformers 5.x pairs are well supported by the issue titles/body themes, and the rejections avoid overclaiming on looser similarity. The representative/canonical choices also match the reports: 43646 is the broader custom-model-init report, while 43644 is the clearest non-persistent-buffer regression duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "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:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704" + ], + "soft_pairs": [ + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:44661|issue:44683", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912" + ], + "prepared_review_unit_hash": "ecfbef571b8638cc29835a2c8b6d461bb659e07fb9932b990c12b017739b5ecd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37869, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports. The only clear duplicate-style pair is the `resize_token_embeddings` regression in Gemma/T5Gemma; the rest differ by model, symptom, or code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45276 is the best canonical issue for the one true duplicate pair: it describes the broader `resize_token_embeddings` failure, while 45335 is a narrower T5Gemma instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest representative issue because it is broader and more general than its paired duplicate, with a clearer reproduction target and wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but they involve different models and different failure modes (GLM5 vs Qwen3.5 flash-attn)." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but there is no concrete evidence they stem from the same bug or code path." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility on hf5.x is unrelated to BitNet packed-weight loading under accelerate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same family name, but one is an A800 device-mapping assert and the other is a FineGrainedFP8Config failure; different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors: a unit-test load failure vs a weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Resume/max_steps logic and SGD argument handling are unrelated code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to Gemma4 resize-token-embedding behavior." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems and models: accelerate+deepspeed MoE weight conversion vs GLM-4.7-Flash loading." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Documentation example errors are not the same as a runtime inference regression on a specific SigLIP2 model." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading issues, but they concern different models and no shared concrete failure mechanism is shown." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA/Qwen3 MoE incompatibility is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Memory issues under training and int4 quantization are only broadly related; the bugs are not the same concrete failure." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is about buffer initialization and the other about notebook custom-model initialization." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping logic and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation on Qwen3.5 and the other is an `s_aux=None` AttributeError on sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they are different models and likely separate model-specific implementations." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility is unrelated to a resize-token-embeddings output-embedding bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating to model embeddings/output embeddings, with 45335 as a narrower T5Gemma example." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading `extra_state` and `init_empty_weights` TypeError are different state-loading problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a different bug from a generic inability to load another BERT model." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to AudioFlamingo3 track-level token leakage." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation problems are unrelated to GLM5 generation/loading issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased CUDA reserved memory/OOM; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and `torch.device(\"meta\")` loading regressions are separate issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and quantization formats: NVFP4 runtime error vs MXFP4 falling back to bf16." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the clearly related `resize_token_embeddings` pair (45276/45335), and the other soft-edge rejections are framed cautiously enough based on model/symptom differences. No PR-pair issue here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "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:43856", + "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:44743", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44743|issue:44960", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44863|issue:45663", + "issue:43299|issue:43931", + "issue:43257|issue:45663", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:43425|issue:44918" + ], + "prepared_review_unit_hash": "e5eabd55ca539ea5f6f921b3510c14cf69d34d4ba515289baacaffe667e7c29e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38427, + "estimated_input_tokens": 9607, + "estimated_eval_tokens": 19470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, with most edges reflecting broad topical similarity rather than duplicates. The clear duplicate-like pocket is the resize_token_embeddings regression trio: 45276/45292 and 45292/45335 both point to the same missing propagation of resized embeddings into model-specific output/input embedding modules.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45292 is the best canonical anchor because it is the most general report of the resize_token_embeddings/output_embeddings failure and sits at the center of the closely related 45276 and 45335 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the strongest overall representative of the resize_token_embeddings subcluster: it matches both the broader Gemma4 symptom in 45276 and the decoder.embed_tokens variant in 45335.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different model and failure mode; not the same underlying bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but permissions propagation and wrong custom-module resolution are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is the Gemma4-specific report and 45292 is the generic output_embeddings symptom." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but the actual bugs differ: PEFT/LoRA ineffectiveness vs eval-mode restriction." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing and RLHF NaN/SDPA fallback instability are different code-path problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization and mmap/OOM are unrelated failure classes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different models and different attention/cache bugs; not mergeable as one fix." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume/max_steps calculation are distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are different subsystems and symptoms." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; both reports describe resized embeddings not updating a model-specific output/input embedding module." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model/tokenizer loading issues with no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they involve different architectures and different checkpoint/conversion problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different causes of dtype/loading mismatch; not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video-input regression for Qwen VL models is distinct from Gemma4 FSDP2 shared_kv_states failure." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue is not the same bug as the PagedAttentionCache group-type crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different shape/load errors." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression and notebook custom-model initialization are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different errors and model contexts; no evidence of a shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/behavior mismatches, but they affect different API areas and different removed/deprecated behaviors." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 attention-state rebuilding are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a broad regression and the other is a specific shape-mismatch report." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MoE checkpoint conversion and Gemma4 FSDP2 attention-state handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask/tensor shape IndexError are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver resize/interpolation failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 pipeline inference and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM outputs are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different resource issues with different causes." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Qwen3.5 embedding unpacking failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet: besides 45276/45292, the cluster also contains another highly similar resize_token_embeddings pair (45292/45335), so calling 45276/45292 the only convincing near-duplicate pair is not fully grounded. The rest of the soft-edge verdicts are mostly conservative, but this overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "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:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:45685", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "2c43bb7e5382b7ad02325181401a44cb62c80ac02aecc38a25d7fdadf6687a2f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37970, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose similarity bucket of largely unrelated Transformers issues; I do not see a true duplicate cluster. Most pairs share only a broad subsystem or version context, not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster because the items span many different regressions (tokenizers, model loading, audio/vision, training, GGUF, Whisper, etc.). If one must be named, issue 43452 is the closest broad representative of a concrete v5 loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best issue representative among the set because it describes a broad, concrete loading-path regression (gguf_file / from_pretrained) with a plausible shared code path. Even so, the cluster overall is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different problems: perplexity regression on GPT-OSS vs gradient checkpointing not working with PEFT LoRA." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage object vs a template compilation error." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init index error vs compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "No shared bug: Torch 2.10 incompatibility vs an MPS histogram kernel error on MOE." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a model loading failure and the other is a Mistral regex patch crash; different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Model loading on meta-device vs save/from_pretrained extra_state handling are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization bug is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures: loading cjvt/sleng-bert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a language model is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different load failures for different models and causes; not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the _torch_extract_fbank_features issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation failure are distinct bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch is unrelated to the template compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields is unrelated to the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 init area, but one is non-persistent buffer corruption and the other is custom model initialization failure; not clearly the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading for EMBEDDIA/est-roberta are different regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading regression in Transformers v5: general gguf_file/from_pretrained breakage and a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different models; no clear shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to GGUF loading on transformers v5." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is different from inconsistent serialization of lm_head.weight across devices." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to MIMI encoder padding-mask behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error is unrelated to the GraniteMoEHybrid invalid-method call." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster-level summary is grounded in the packet and stays appropriately conservative: these are mostly broad Transformers regressions rather than a single duplicate bug. The representative choice of issue 43452 is reasonable, and the one accepted soft pair (43452/43482) is plausibly the same GGUF loading regression. No pair verdicts look overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "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:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:44987|issue:45081", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43296|issue:43531", + "issue:36032|issue:43742", + "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:44079|issue:45663", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:40990|issue:44811", + "issue:42915|issue:44589", + "issue:42175|issue:45542", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "c9aad5b7ebbba0dd7accea3a8b2c73e6d698bb3af43a59c24c34ac77fb7175a9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35808, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative false-positive similarity matches across unrelated models and failure modes. Only one soft-edge pair is a credible duplicate-like match here: issue:45216 \u2194 issue:45357. The custom-model initialization issues are related thematically, but this packet does not support treating them as a confirmed soft-edge duplicate pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is the broadest remaining anchor for the custom-model initialization regression family; issue:43645 is the narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is still the cleanest broad representative of the custom-model initialization breakage theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: custom model initialization breakage vs non-persistent buffer corruption." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated problems: SigLIP2 inference quality vs OmDet processor image-size mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model init regression is not the same bug as junk-filled non-persistent buffers." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise report and a Mistral tokenizer patch crash are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths and symptoms: padding-mask batch inconsistency vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect saved checkpoints / visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex-patch crash are distinct tokenizer/model-loading bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation TypeError are different problems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export support issue and OmDet processor resolution mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a missing lm_head tie and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading regression and Mistral tokenizer patch crash are different failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading message bug and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage and mmap/OOM behavior on Strix Halo are different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen vision/video paths, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and a model-loading regression for physical-intelligence/fast do not share the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FP8 config handling vs unexpected _is_hf_initialized argument during init_empty_weights." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different model-loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload dequantization failure and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are separate v5 regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image prompt failure and Qwen2.5-VL rope-index scaling bug are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are different failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different float8-related errors: FP8 config handling vs missing Float8 storage object." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow/backend packaging, but they describe different installation/runtime failures and are not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained checkpoint keys." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence. The packet clearly supports only one soft-edge duplicate-like match (issue:45216 \u2194 issue:45357). The claim that there are \"two soft edges\" that look like true duplicates is not grounded in the provided soft-edge verdicts/evidence, since the Transformers custom-model initialization pair is not an explicit soft-edge accept in the packet. The other rejections are generally conservative, but the summary should not elevate the custom-model pair to a true-duplicate conclusion without stronger support." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:44829|issue:45479", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43531|issue:44291", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:43792|issue:43957" + ], + "prepared_review_unit_hash": "183aed0bb3ad61080cbeeaa758d61d4c9bd74070bdb3140bc3a1c65cb6ce3f43", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly a loose set of unrelated Transformers issues with superficial theme overlap (loading, tokenizers, v5 regressions, Qwen/VL). The Qwen2.5-VL position-id pair is adjacent but not clearly the same bug, so it should not be merged as a duplicate edge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the cluster because it captures a core Transformers v5 model-initialization/loading regression, which recurs across several items even though many others are model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best global anchor for the cluster's repeated v5 loading/init breakages, but it is not a true umbrella for the many unrelated model- and tokenizer-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime post-processor updates after special-token changes and the other is about add_special_tokens failing for one tokenizer. Different bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading vs Qwen3 auto device mapping CUDA assert are unrelated code paths and failure modes." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about _is_hf_initialized during init/loading and the other is about non-persistent buffers serialization. Not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy loading output are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "One is a torch>=2.9 flex_attention failure; the other is a remote_code loading regression in recent Transformers. Too different to merge." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect classification training, but one is flash_attention_3 degeneration and the other is a zero-loss issue for num_labels=1. Different underlying problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a specific tokenizer load failure for EMBEDDIA/est-roberta are not the same issue." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max length behavior are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL fine-tuning problems, but one is multi-GPU training and the other is iterable-dataset handling with multiple images per prompt. Different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading/runtime failure vs missing Float8 storage support are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading in v5 and missing pad_token_id on Llama4Config are distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/masking, but one is MIMI encoder padding-mask support and the other is Gemma3 NaNs with sliding-window all-padding windows. Not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is wrong video vision_position_ids. Related area, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to a tokenizer backend_tokenizer AttributeError." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is about still-image temporal position_ids scaled by tokens_per_second and the other is about video vision_position_ids being wrong. Adjacent, but not clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regression classes: model initialization flag handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization. Too broad to treat as one bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency omission and a vLLM model load failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific inference bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is a device-dependent serialization inconsistency. Related theme, not same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and Qwen2.5-GGUF loading failure are distinct model/config issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "int4 quantization memory regression and Sam3Video OOM are different memory problems with different triggers." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and compiled flex_attention failure on torch>=2.9 are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and meta-device loading regressions affect different code paths and models." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall takeaway is reasonable, but the one accepted soft edge is too assertive for the evidence in the packet. Issues 45325 and 45381 are both Qwen2.5-VL position-id regressions, but one is about still-image temporal position_ids being scaled by tokens_per_second and the other is about video vision_position_ids being wrong. From the titles alone, that is adjacent rather than clearly the same bugfix, so a conservative verdict would keep this rejected. The rest of the summary is generally grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701" + ], + "soft_pairs": [ + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43317|issue:43873", + "issue:43526|issue:43883", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:44610|issue:45325", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:43873|issue:44756", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "1817bdf6f96154e083168595211676f8d581a75b206abdf1921a07d0a671e797", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37982, + "estimated_input_tokens": 9496, + "estimated_eval_tokens": 19248 + }, + "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. Several items share broad themes like loading/offloading, multimodal models, or serialization, but none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central anchor in this set: it has the highest engagement and is the closest match to the small offloading/quantization subset, while the rest of the cluster is highly heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue if one must pick a single anchor, because it is broad, well-discussed, and closest to the only loosely related offloading/loading items in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Different failures: checkpoint key mismatch vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading complaint; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessor label reduction and Molmo tied-weights AttributeError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during empty-weight init is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are distinct problems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset failure and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "General offloading/quantization issue vs tokenization changing across versions; not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small and `torch.export` failure on `torch_compilable_check` are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage and stale `num_return_sequences` warning are different behaviors." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and `torch.export` compatibility are different code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 auto-device-map cuda assert are not the same problem." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DAC forward/from_latents mismatch are different model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying failure in AyaVision and torch.compile SDPA failure in Bamba are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask issue and OmDet-Turbo processor resolution mismatch are different issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Perceiver non-default resolution failure are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weights bug and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and junk-filled non-persistent buffers are different failures." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL iterable multi-image finetuning failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and incorrect visual encoder keys are both save-related but not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper loading failure and compiled flex_attention failure on newer torch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision is not the same as packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are different failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM PaddleOCR-VL load failure and strict-config granite_speech loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map assert on A800 and Llava Next segmentation fault are different loading/runtime bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied lm_head weights and Qwen3.5 visual encoder key serialization are different model-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping crash and flash-attention generation regression are not the same concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect `transformers serve`, but the processor/object attribute errors come from different multimodal stacks and are not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for `num_return_sequences` and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "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:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:42617|issue:42915", + "issue:43577|issue:43708", + "issue:43526|issue:43881", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:43388|issue:45059", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707" + ], + "prepared_review_unit_hash": "ff46e7b299445a80128676904c357321ecf5be6973d880639a93af0f1c0bcb5f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a collection of mostly unrelated bug reports spanning tokenization, quantization/offloading, processors, trainers, and model-specific regressions. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the broadest and most central report in the set: it describes a version-dependent tokenization change, has multiple inbound references, and is framed as a general regression rather than a narrow model-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue because it is open, broadly framed, and likely to attract/anchor related reports about tokenizer behavior across versions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is about int4 quantization OOM in Transformers 5.x while the other is a T5/apex RMSNorm memory leak; different code paths and fixes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes and targets: a 3d_parallel.py runtime issue versus Qwen3MoE plus FineGrainedFP8Config loading failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer resume/max_steps batch-size accounting; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b model loading failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "One is strict config loading for granite_speech; the other is tokenizer loading regression for EMBEDDIA/est-roberta. Different root causes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer API breakage and a 3d_parallel.py execution problem do not share the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-family workflows, but one is a video-input regression and the other is an SFT/input-embeds unpacking issue." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape handling is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is a different code-path from BitNet packed-weight loading during accelerate." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both mention image sizing, but one is OmDet-Turbo processor/model size mismatch and the other is Perceiver interpolation failure; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo image resolution mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are distinct config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug is unrelated to Qwen3.5 modular recurrent-state reset behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading with advanced memory/precision setups, but Qwen3MoE FP8 failure and dequantized-model offload failure are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/compute issues: torch.compile with SDPA versus CPU offload device mismatch for bark-small." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer attribute regression in v4.57.5 is not the same as a general tokenization change report." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-mapping assert and GPT-OSS MoE TP-only issue are separate distributed/runtime failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression do not share a common underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen-related, but NVFP4 runtime errors and video-input regression are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box behavior." + }, + { + "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:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer bugs, but they affect different tokenizers and failure modes; not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Auto device-mapping CUDA assert is not the same as general quantization offloading not working as expected." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash in transformers serve and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor update bug is different from version-driven tokenization changes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in ImageProcessor and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "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 different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704" + ], + "soft_pairs": [ + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:44368|issue:45357", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44062|issue:44451", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45081|issue:45356" + ], + "prepared_review_unit_hash": "b294c29774f8e1ddd3c4a7423547e2bd6b50ba9a518df8fb0677b0d7c34cf8e8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated bug reports across tokenizer, processor, model-loading, and training paths. Only a couple of pairs look like true duplicates: the exact Qwen2_5_VL batched-padding crash, and likely the HF_HUB_OFFLINE tokenizer regression tied to _patch_mistral_regex.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44843 is the strongest canonical anchor because it pinpoints a concrete root cause for the offline tokenizer failure (_patch_mistral_regex calling model_info() unconditionally), and it plausibly subsumes the broader symptom report in 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the best global issue representative: specific, actionable, and tied to a clear failing code path, while most other items in the cluster are separate bugs rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they concern different content and different fixes: a typo in cache strategies vs obsolete pipeline-task references." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload mechanics, but the concrete bugs differ: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "These are unrelated: quantization/offloading behavior vs an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor method, same crash scenario; these are clear duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "One is a torch.compile + SDPA model runtime bug, the other is a tokenizer special-token registration/decode issue." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config, but one is missing num_labels propagation in Qwen3.5 and the other is a zero-loss bug for num_labels=1 across multiple models." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Related to token metadata, but not the same bug: runtime special-token post-processor updates vs save/load losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload bug and BigBird special-token registration bug are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual-encoder keys saved in Qwen3.5." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different training/runtime issues: TrainerState token counting vs progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument handling and a specific tokenizer-load failure for ScandiBERT are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they target different repositories and do not share a concrete code path." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading error vs incorrect video vision_position_ids." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline tokenizer-loading regression: 44843 identifies the root cause in _patch_mistral_regex, while 42886 reports the broader HF_HUB_OFFLINE cache-load failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token handling is the broad theme, but one is about runtime post-processor updates and the other is a BigBird mask-token registration/decode bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different loading/doc issues: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs missing Float8_e4m3fn storage object." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenization-related but not the same bug: runtime special-token post-processing vs LayoutLMv2 NER/batched padding crash." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer workflows, but one is unpacking Qwen3.5 embeddings in TRL SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatch style reports, but they are about different models and different concrete mismatches." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: Llama4Config pad_token_id attribute error vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same Mistral-regex area, but not clearly the same concrete bug: one crashes on missing backend_tokenizer, the other reports codec-handling and warning regressions for Kimi-K2.5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about duplicates/soft edges. The true duplicate call on issue:44514/44545 is well supported, and the 42886/44843 linkage is phrased cautiously enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:41720|issue:45704", + "issue:39692|issue:43873", + "issue:43381|issue:45704", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43322|issue:45685", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43550|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43653|issue:43819" + ], + "prepared_review_unit_hash": "0e1c2f6da0c6da5d23bbe4bbe836b2b3420da1cd7cd19bb752ea54f62c5b6da5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning many models and subsystems; there is no true duplicate group, so all soft edges should be rejected. The closest thing to a hub is the broad remote_code regression report, but it still does not unify the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, but the surrounding items are mostly distinct model-specific bugs rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative only in the sense that it describes a broad recent-version regression affecting remote_code models; it is not a good canonical duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: Deepspeed zero3/BertModel index error vs audio feature extraction bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example mismatch and quantization errors are not the same as offloading-with-quantization behavior." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5/apex memory leak." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading failure and quantization offloading regression affect different code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General input_ids/inputs_embeds validation messaging is unrelated to single-label classification zero loss." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug is unrelated to add-new-model-like/tokenizer mapping handling." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch between preprocessor and model is unrelated to Gemma3n audio_mel_mask collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading problem is unrelated to DAC from_latents vs forward mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import error are unrelated subsystems and failures." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to MPS histogram error in moe code." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-kwarg collision is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info() call in mistral regex patch is related to tokenizer patching, but not the backend_tokenizer AttributeError case." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/NER crash is unrelated to Perceiver non-default resolution image classification." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing fields from trust_remote_code AutoConfig are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different config-handling regressions." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA and DAC latent reconstruction mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen2.5-VL vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to CamemBERT masked LM prediction regression." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve recent v5 regressions, but one is a specific missing helper for trust_remote_code models while the other is a broad remote_code compatibility report; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer mask token registration and DAC latent/forward mismatch are unrelated tokenizer vs audio-codec bugs." + } + ] + }, + "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": 14, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:30064|issue:36331", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:44671|issue:45701", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:34634|issue:36010", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:34634|issue:36331", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "516c5935b7e362dc49d9367008db049a5896d921c97aa41b1a834e099d7c90db", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by unrelated issue reports that only share broad subsystem vocabulary (tokenizers, processors, v5, loading, dtype, etc.). None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits well: the items span many unrelated failures across different models, processors, loaders, and docs. The only mild thematic overlap is around v5 pipeline removals, but even those reports target different problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be picked, issue 43825 is the clearest self-contained report and sits in the only small subtheme with any overlap (v5 pipeline removal messaging/docs), but it is not a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: pipeline/v5 translation messaging vs SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but different failures and code paths: weight_only loading vs flash-attention generation." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated: loading AutoImageProcessor from URL vs a template-compilation TypeError." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different areas: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype handling vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related only at a high level (v5 pipeline removals), but one is error-message text and the other is stale docs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different failures: image processor void segmentation maps vs CustomTrainer.compute_loss signature." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but they concern different tokenizers and distinct crash conditions." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression vs a broad version-dependent tokenization change; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths: mask-shape IndexError vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: pip extras/backend packaging vs Mistral regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: BarkProcessor voice_preset vs missing GenerationMixin import." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both VL-related, but one is weight_only loading and the other is RoPE position scaling." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: OmDet-Turbo image size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different bugs in different components: Mistral tokenizer patch crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied embeddings/warnings, but the concrete bugs and affected layers are different." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Loading-related, but distinct issues: FSDP RAM-efficient loading vs init_empty_weights unexpected argument." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real technical overlap: a placeholder issue versus an isolated reproduction of another bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: packed-weight unpacking during accelerate loading vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs RTDetrV2 output regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different platforms and code paths: Apple Silicon allocator warmup vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC.from_latents / missing STE mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug and MPS attention correctness issue are not the same problem." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length sentinel issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings references; different targets entirely." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:44568|issue:45488", + "issue:44589|issue:45042", + "issue:43454|issue:43577", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43819|issue:43927", + "issue:43749|issue:44756", + "issue:43550|issue:44912", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:36010|issue:36331", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:43257|issue:43756", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "b86684d906fa0b2ea775db1badab634b74c263adae168f05874c94fc40ef74cd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only plausible duplicate cluster is the Qwen video-input regression family, with 44479 as the broad umbrella. The 43329 pair is not grounded enough to merge: it names a specific undefined-helper bug, not the broader multi-model regression in 44479.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the best umbrella issue: it explicitly spans multiple Qwen video/VL variants and matches the shared video-input regression theme better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global representative because it is the broadest and most centrally named video-input regression report; the other candidates are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer regressions, but they hit different APIs and models: gguf_file support vs est-roberta tokenizer loading." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: Qwen3-MoE loading/conversion under accelerate+deepspeed vs an undefined-helper failure in multimodal video token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainer behavior, but one is a ZeRO-3/BERT index error and the other is evaluate() failing after train(); not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/input-shape style problems, but they are different models and different failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE weight conversion and GPT-oss OOM are unrelated failure classes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and paths: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different tokenizers and different breakages." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Completely different subsystems: float8 storage lookup vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model-loading defects." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the git-oss-20b quantization/loading regression." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are separate API regressions." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to a video processor resolution/shape mismatch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different model-specific bugs." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but for different tokenizers and different symptoms; too broad to merge." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API regressions." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "43329 is a specific undefined-helper bug in _get_num_multimodal_tokens; 44479 is a broader multi-model video-input regression report, so the packet does not ground them as the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision requirements are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failure classes and code paths; no shared underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43756", + "accept": false, + "reason": "AyaVision lm_head tying and Smollm3 RoPE-layer dropping are unrelated architecture issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "No overlap beyond being model/loading related; these are distinct regressions." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Same release era, but not the same bug or fix." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video paths, but one is token counting/undefined helpers and the other is batched video processor output shape; different defects." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is not the same as a general tokenization-version change report." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3-MoE loading/weight conversion and Smollm3 RoPE configuration are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are different model-specific issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A load failure for physical-intelligence/fast and a CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen video-input regression reports: 44479 names the broader multi-variant failure, and 45381 is a specific qwen2.5-vl video-input/vision_position_ids manifestation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because at least one soft-edge accept overstates the evidence in the packet. In particular, issue:43329 is a specific `_get_num_multimodal_tokens` video-branch undefined-helper bug, while issue:44479 is a broader video-input regression report across several Qwen variants; the packet titles do not ground them as the same defect. The rest of the summary is mostly conservative, but the accepted duplicate claim is too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "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:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43577|issue:45072", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:43540|issue:44479", + "issue:42175|issue:44938", + "issue:42175|issue:44488", + "issue:43526|issue:45479", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "916a527c6568b4a5e8673d3eed9500961b3b0380e07bd83c43b138ae537c8335", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37879, + "estimated_input_tokens": 9470, + "estimated_eval_tokens": 19196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports around loading, config, tokenizer, and model-specific regressions. I only see one strong duplicate-like pair (SigLIP2 behavior), while the rest are at best same-subsyst em but different bugs. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44479 is the broadest, highest-signal regression report in the set and the best provisional anchor for the only nearby video-regression subgroup; however, the overall cluster is not a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest regression framing and broadest affected surface among the listed issues, so it is the best single issue to anchor triage even though the set splits into multiple unrelated topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: gguf/tokenizer loading vs. Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures and different root causes; same broad area only." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model device_map offload failure is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen reports, but the models and failure modes differ enough to avoid merging." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model vs. TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading issue does not match CLIPTokenizer max_length bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different model classes and likely different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend dependency packaging issue is unrelated to missing Qwen2.5-VL export." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken kwarg collision and tokenizer load failure for est-roberta are not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video regressions, but they target different Qwen model families and are not clearly the same defect." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend omission is unrelated to Python 3.14 import failure." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to zero-loss sequence-classification bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version bump." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an older issue is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading failure are distinct training/loading bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to flash-attention sink-less model crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found ImportError and Llama 3.2 vision model loading breakage are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import error is unrelated to TensorFlow backend packaging." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL rope/index scaling issue are different model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are about SigLIP2 behaving incorrectly; one is the root implementation discrepancy and the other is the user-facing nonsensical output symptom." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected-argument bug are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken conflict and Mistral regex patch backend_tokenizer crash are different tokenizer bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss and a specific VisionConfig field being dropped are not clearly the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter update bug and custom compute_loss signature breakage are distinct trainer issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf/AutoTokenizer loading breakage and model load failure for sleng-bert are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights loading bug is unrelated to loading AutoImageProcessor from URL." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on soft-edge calls. The only accepted pair, issue:43493 \u2194 issue:43994, is well supported by the packet as the same SigLIP2 defect/symptom chain. The rest are appropriately rejected as distinct bugs or at most same broad area. No PRs are present, and the cluster is correctly characterized as heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44464", + "issue:44466", + "issue:44484", + "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:45381", + "issue:45405", + "issue:45440", + "issue:45600", + "issue:45704" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:44484|issue:44704", + "issue:45042|issue:45081", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43643|issue:44561", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:44514|issue:45290", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43720|issue:44898", + "issue:43688|issue:45440", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:43525|issue:43643", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43688|issue:45704", + "issue:41720|issue:43906", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "dacfa0ca14fa25955447fccb0b8a8006c80e4efff28ecfa0d473f7170e88f27f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports. I found one plausible duplicate pair around tied-weight serialization in v5; the rest are distinct bugs or feature regressions affecting different code paths/models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the broadest and clearest statement of the tied-weights regression, and issue:44466 reads like a concrete device-dependent symptom of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best representative issue here because it captures the shared tied-weight serialization failure at the right level of abstraction; the other soft pairs do not form a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a Janus test/generation failure and the other is a Phi-4 multimodal load failure; different bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file; unrelated code paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/image-processor torchvision dependency regression vs Mistral regex/tokenizer crash; not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump problem vs stale auto_mappings reference to removed configs; different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "MoE auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; distinct subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of is_torch_fx_available; separate regressions." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is unrelated to the Float8 storage-object lookup failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different model/code-path regressions." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading; no shared bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids; not the same concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs strict config loading for granite_speech; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loader breakage and BLIP2 dtype propagation are different problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the crashes are on different inputs and from different logic paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure vs trainer.evaluate() after trainer.train(); unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loader regression and offline mistral_regex patch behavior are separate issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver non-default-resolution image classification bug; different models and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MoE models, but they describe different model implementations and different correctness bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These look like the same tied-weights save_pretrained regression in v5: 44466 is a device-dependent lm_head.weight symptom, while 45005 is the broader translation-model manifestation." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training shape error vs LayoutLMv3 error-message clarity; not duplicates." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Custom processor/tokenizer regression from v4.57.5 vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a different config-field bug than AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different models and different token semantics; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is chunked compiled-forward inconsistency and the other is recurrent states resetting in modular_qwen3_5.py; related theme, not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and an isolated reproduction of a different issue are not the same problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate pair (44466/45005) is supported by the titles as the same tied-weights/save_pretrained regression at different levels of specificity, and the rejected pairs are explained in a cautious way without overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588", + "issue:45701" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44361|issue:44442", + "issue:44479|issue:44936", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:43688|issue:45701", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44977|issue:45356", + "issue:43577|issue:45588", + "issue:43329|issue:45325", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:43452|issue:44451", + "issue:43334|issue:43572", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:44849|issue:45357" + ], + "prepared_review_unit_hash": "88d6e7fb384fcd8311c4cec2f572521505ed972c4b5c89351e625f2307c2c316", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38046, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 + }, + "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 bug reports with only superficial overlap (tokenizers, model loading, training, multimodal processing). No soft pair looks like the same concrete bug/change, so all candidate duplicates are rejected.", + "confidence": 0.19, + "canonical_issue_reason": "issue:45701 is the broadest, most representative report in the set and has inbound references, but the overall cluster is heterogeneous rather than a true single-duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best general representative because it is version-regression-oriented and broadly scoped around tokenization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: SigLIP2 zero probabilities vs processor/tokenizer regression with custom model code." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model behaviors and code paths; dtype handling for Blip2 is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but one is offline hub lookup in Mistral regex patch and the other is loading a specific tokenizer on v5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model-loading bugs for different models; no shared concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated areas: video input regression in Qwen VL models vs trainer evaluate-after-train failure." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but BigBird special-token registration and MLuke task errors are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error vs trainer broadcast TypeError; no shared bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environments and failures: missing PyTorch vs MacOS bus error with CLIP." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for PyTorch is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug and tokenizer codec regression are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash do not share the same code-path problem." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/VL related, but one is undefined video token helper usage and the other is rope position scaling." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration and DiaConfig custom token IDs are different tokenizer/config bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Dtype loading issue vs attention correctness issue on MPS; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-to-version tokenization change is much broader than an isolated reproduction of a separate issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and different failure modes; no common underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for Beit segmentation is unrelated to BitNet accelerate unpacking." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and code paths; no plausible single merged fix." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Both involve loading/preprocessing mismatches, but for different models and distinct root causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA assert on A800 is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage is not the same as inability to load a specific model repo." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token config fields, but the models and missing attributes differ." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Different config attributes missing on different model families; similar theme but not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation support." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is hidden-states output behavior and the other is save_pretrained visual key serialization." + } + ] + }, + "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": 14, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43756|issue:44913", + "issue:43262|issue:45084", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43540|issue:43716", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43493|issue:43844", + "issue:39692|issue:43493", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43756|issue:44479", + "issue:44625|issue:45584", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "099d01983bf3369157993a276335bb917b7a5035aad5ed1ac4a3c2663bc57ac8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37428, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate. The cluster is highly heterogeneous across unrelated model, tokenizer, training, and serving regressions; 43824 is the most visible issue, but not a valid umbrella canonical for the group.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43824 has the strongest visibility signal (discussion/inbound refs), but the cluster is too unrelated for any single issue to serve as a real duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the best single anchor issue by reference/activity, but it still only represents the Qwen2.5-VL import regression and does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: Smollm3 RoPE layer count vs GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling rate default is unrelated to template compilation errors." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are separate code paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM load key error is not the same as AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and Mistral-3 image dtype mismatch are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-id persistence are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unloading in accelerate loading is unrelated to DiaConfig save/load token IDs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as ZeRO-3 gradient blow-up." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a v5 dev load regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to ZeRO-3 gradient instability." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example errors are not the same underlying bug as the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and CustomTrainer compute_loss signature mismatch are separate failures." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump problem." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-specific load failure and HF_HUB_OFFLINE tokenizer patch behavior are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen3.5 flash-attention generation are unrelated regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids behavior is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:43756", + "right": "issue:44479", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and Qwen video-input regression are different model families and failures." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import error is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and device-dependent serialization are different code-path bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing Float8 storage object and flash_attn KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs errors do not match the processor.tokenizer/images regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve bugs, but the multimodal '.to' crash and KV-cache indexing bug are not the same failure." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and bark-small CPU offload mismatch are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token IDs persistence and MLukeTokenizer AttributeError do not share a code path." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to an unreleased PEFT version requirement." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and unexpected position-id keys are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." + } + ] + }, + "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": 14, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "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" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:44521|issue:45290", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:44568|issue:45701", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:43334|issue:43525", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:44610", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:43572|issue:44987" + ], + "prepared_review_unit_hash": "4fe8d4526e134e3cf5c2e0818b06b57ba8f48ac795d56e58c4e77fb1694b420f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35915, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues spanning tokenization, generation, multimodal processors, device/dtype handling, and CI/regression reports. The soft pairs are only superficially similar; none look like the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative because it is concrete, well-described, actively discussed, and has inbound references; it also sits in one of the cluster\u2019s more recurring themes (chat-template/tokenization regressions). The cluster as a whole is too heterogeneous to treat as a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest single issue to anchor triage: it has the clearest repro context and enough activity to serve as a representative bucket for related multimodal chat-template reports. Broader tokenization reports in the set are either too vague or too different in failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and a PEFT version bump are unrelated; shared wording similarity only." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content; different code paths and fixes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as a stale GraniteSpeech CI device-override test." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow job-reporting on failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both are tokenization-related, but one is a specific add_special_tokens BOS/EOS regression and the other is a broad version-change report; not the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to flash_attn import lookup on Python 3.13." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal model-loading failure are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus/_update_model_kwargs_for_generation and output_hidden_states bugs are both generation-related but not the same concrete defect." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash-attention utility import breakage is not the same as meta-device model-loading regressions." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer bugs." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state generation behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model/config classes and likely need separate fixes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention-value-head correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer access regression and OmDet-Turbo image-size mismatch are separate processor issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight and LoRA merge collapse with extended vocab are different weight-tying problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and chunked generation with compiled forward are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a general load failure for physical-intelligence/fast 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": 2, + "component_count": 14, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44936", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43844|issue:44936", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:43572|issue:43957", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:42915|issue:43824", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:44360|issue:44561", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:43819|issue:44112", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:45290|issue:45381", + "issue:43278|issue:43825", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "5248ea21fe2b151687a02f28e64b9529028e6767f488e97f00e390c43c8312e6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37348, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with only a weak thematic overlap around v5 regressions and processor/model compatibility. I did not find any soft pair that clearly describes the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43824 is the strongest representative issue: it is a concrete, user-facing regression with substantial discussion and inbound references, and its title is specific enough to anchor the cluster better than the more niche or documentation-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best single issue to keep as the cluster representative because it is a clear regression report with broad impact and strong external linkage, whereas most others are narrower model-specific failures or unrelated compatibility problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: one is gradient growth with DeepSpeed ZeRO-3, the other is trainer.evaluate breaking after train. Not the same code-path bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules; no evidence of the same underlying regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern label handling, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast reduce_labels collapsing labels. Different components and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading failures are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer access regression and batched video-shape bug are different processor-path problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom multimodal processor regression and offloading-with-quantization behavior are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched-input crash with padding=False while the other is incorrect assistant masks for multimodal inputs. Too different to merge as one bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Different models and different failure modes: processor/tokenizer regression versus SigLIP2 output quality discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype mismatch and Qwen3 MoE memory usage are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/audio related, but they describe different tokenizer classes and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA ReLU discussion and a v5 trust_remote_code breakage are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "This is the closest thematic pair, but zero probabilities on a specific SigLIP2 model and HF-vs-JAX implementation discrepancy are not clearly the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but one is about pipeline removals for summarization/translation and the other is about TextClassificationPipeline return_all_scores behavior. Different docs targets." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported feature-extractor argument versus empty-transcription generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device override issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video shape regression and SigLIP2 implementation discrepancy affect different subsystems and code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and category-count runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are separate bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug and tensor-parallel OOM on Qwen2-57B are not the same issue." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and GraniteSpeech CI test flakiness are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed helper breaking trust_remote_code and the other is a DeepSeek tokenizer behavior change. Different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP/CUDA loss crash are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated processor issues." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template tool-call crash and qwen2.5-vl vision_position_ids bug are different multimodal failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch and pipeline error-message regression are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are different detection-training bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a removed flash-attention symbol and torch 2.10 incompatibility are distinct compatibility issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset are unrelated model-specific regressions." + } + ] + }, + "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": 14, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43550", + "issue:45310|issue:45478", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:44292|issue:45520", + "issue:43404|issue:45200", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:45459|issue:45712", + "issue:43335|issue:45072", + "issue:40444|issue:43526", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:43723|issue:44554", + "issue:44568|issue:45491", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:44857|issue:45072", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "b26ea722a2bf9cc24b1f8ccd0f5cbbf98653134dff775862ca48af8661cc790b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38510, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are unrelated. The 45310/45478 pair is a strong likely duplicate because the titles are identical and both describe the same Qwen3.5 MoE `from_pretrained` failure, but there are no explicit links or shared targets, so this should be treated as a likely duplicate rather than a proven exact match.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and issue:45478 repeats the same title/topic with very similar symptoms, so 45310 is the best canonical issue choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate because it appears to be the earliest report of the same bug and matches 45478 almost verbatim; it is the best representative for this likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Gemma 4 token-type defaults vs flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different runtime failures; only broad audio/feature-extraction similarity." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely duplicate: same title and same Qwen3.5 MoE `from_pretrained` failure report, even though there are no explicit links or shared targets." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but they describe different concrete failures and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different missing symbols." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent-decoding mismatch is unrelated to position-id key warnings." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen NVFP4 runtime error is not the same as the Python 3.13 `flash_attn` import/key error." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Different model bugs: tied lm_head weights vs missing mm token type IDs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer construction and tokenizer special-token registration are distinct bugs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error messaging vs distributed broadcast type error." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 Deberta import parsing issue is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Only broad helper/config similarity; the concrete failures differ." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example problems are not the same as unexpected position-id keys across models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as generic unexpected position-id keys." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue is unrelated to Gemma 4 multi-GPU OOM." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error handling with protobuf is unrelated to dummy-class leakage/check_repo failures." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/model mismatch problems; not the same code-path bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Beit reduce_labels truncation." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer construction and D-FINE auxiliary-loss behavior are distinct bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override drift." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched value-head dimensions." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "MDeBERTa special-token handling and Gemma3 mixed-length NaNs are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation correctness under flash-attention is not the same as a stale warning for `num_return_sequences`." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and sink-less flash-attention crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different modules; not mergeable as one bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses config token IDs and the other loads the wrong custom module." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the evidence around the 45310/45478 pair. The packet shows identical titles and high similarity, which supports a likely duplicate/canonical choice, but not an \"exact duplicate target\" or a proven \"only clear duplicate cluster\"\u2014there are no explicit links or shared targets. Please soften that wording and frame the duplicate claim as likely rather than certain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:25251", + "issue:29942", + "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:43421", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "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:44743", + "issue:44857", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43873|issue:44493", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43066|issue:44462", + "issue:43873|issue:45229", + "issue:43412|issue:45588", + "issue:43550|issue:45083", + "issue:43278|issue:43329", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:32090|issue:33357", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:44451|issue:45520", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "9d5375e2912208a5237ebd0fb853ce9e956d46ebfdfbb6a88b68650c781ae33e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36707, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports across different models and subsystems; none of the soft pairs look like the same underlying issue closely enough to merge. No PRs are present in the cluster.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest, most active open report in the set, with the strongest discussion/inbound-reference signal around quantization/offloading behavior, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and actionable issue here; it describes a reusable framework-level bug rather than a model-specific symptom, and it has the most evidence of ongoing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a position-id key mismatch; different symptom and code path." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash Attention import failure and model-loading failure are different problems; no shared concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type regression is distinct from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues are unrelated to a flash_attention runtime AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length logic." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and multimodal token-count video-branch bugs are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and a stale generate() warning are not the same failure." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are separate issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "A missing import of ReasoningEffort and a Gemma4Processor missing _tokenizer are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import and protobuf exception masking are separate tokenizer-loading problems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are different symptoms." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and flash_attn KeyError on Python 3.13 are different causes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None crash are separate code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval behavior do not share the same defect." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 inference quality issue and RT-DETR garbage-collection leak are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer pipelines." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are unrelated issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the qwen video-input regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute failure and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "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:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:45103|issue:45372", + "issue:32090|issue:33290", + "issue:33357|issue:39692", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:43526|issue:44186", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:29127|issue:33357", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43441|issue:45588", + "issue:43526|issue:43994", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "413034eb6fb73be2312d7a6072b187bdd54b646d9f3302897a79554f18b8bed4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36494, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the items are mostly unrelated issues that only share broad subsystem keywords. There is no clear canonical issue/PR for this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue stands out as canonical because the set spans many different models, components, and failure modes, and none of the soft-linked pairs appears to be a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: the cluster is too heterogeneous to pick a representative duplicate target with confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation-related settings, but one is an eos_token_id config inconsistency and the other is a flash-attention generation failure for a different model." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different bugs: Qwen3 MoE weight conversion under accelerate/deepspeed versus an embedding dtype mismatch during evaluation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MoE model behavior, but they concern different models and different divergence problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map processing are unrelated bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch is not the same as a memory release / garbage-collection issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to the mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast in Trainer and Adafactor OOM under deepspeed are different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading and SigLIP2 documentation example errors are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific Qwen2.5-VL import error is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Inference dtype mismatches are unrelated to a multi-GPU CUDA OOM." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash affect different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing-in-eval and resume_from_checkpoint key mismatch are different training workflow issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration and AutoTokenizer loading failure are distinct problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Failing Flash Attention 2 tests and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation behavior and the 2^24 category limit are completely different issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 validation messaging and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and a feature-extractor unsupported-argument crash are different processors." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Beit label-reduction bug and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference are different code paths and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the model-specific failure in Ministral is not the same as the sink-less s_aux=None crash." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to SigLIP2 nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel losing hidden_states and ModelOutput key assignment with None 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": 2, + "component_count": 14, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:45588|issue:45600", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43316|issue:43525", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43575|issue:44387", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:43873|issue:45588", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:34689|issue:43611", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43381|issue:43873", + "issue:43550|issue:44743", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "aa4374ab0d3a928aa3c8f1ed9deedb12bf75001031e9e6086e6016303dcda186", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity matches across unrelated Transformer issues. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the cluster is too heterogeneous to collapse into one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45003 is the broadest open infrastructure regression here, but it is still not a duplicate representative of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different features and code paths: Qwen3.5 recurrent-state reset vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated problems: unsafe sys.modules access in modeling_utils vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs zero-loss classification bug across sequence-classification models." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading path failure is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization, but one is a broad v5 custom-model init break and the other is a patchtsmixer post_init policy issue." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention s_aux handling and auto_mappings stale config references are distinct bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a model is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 flash-attention generation vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as chat template tool-call handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load is not the same as a bad save_pretrained checkpoint in Qwen3.5." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to flash_attention.py's s_aux=None AttributeError." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsense outputs with AutoModel/pipeline do not share a concrete code path with LasrFeatureExtractor's unsupported center arg." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Model-loading breakages, but one is Llama 3.2 vision loading and the other is base_model_prefix handling in Transformers 5.0." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/Deepspeed and TrainerState token-count tracking are unrelated trainer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer failure for one tokenizer class is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and docs still using pipeline() are different areas entirely." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen VL video-input regression are not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to Qwen3.5 recurrent state reset in modular_qwen3_5.py." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM under Adafactor/Deepspeed and Llama 3.2 model-loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: optimizer OOM vs embedding resize reinitializing output embeddings." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and GPTNeoX rotary_pct not persisting are distinct config-serialization bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Gemma 4 processor loading failing on ReasoningEffort are separate import/dependency issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43720|issue:44442", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:43673|issue:44743", + "issue:43316|issue:44877", + "issue:43404|issue:43441", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:43388|issue:43688", + "issue:43381|issue:43742", + "issue:25251|issue:28282", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43761|issue:44479", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "3446a728c88a826fb92ed97389edd2f9c5205a254c76ae324eca7ac4c16c5d4b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35378, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated Transformers issues: model-loading regressions, pipeline quirks, config/API mismatches, and training/runtime bugs. None of the soft-similarity pairs look like the same underlying defect or the kind of pair that could be merged into one issue/PR.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest active runtime-facing issue in the set and has the strongest discussion/inbound signal, so it is the best single anchor if one representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general open issue here; if a single issue must represent the cluster, it is the likeliest triage target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a script and an unrecognized-model config error are different failure modes in different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during Accelerate loading is unrelated to AutoTokenizer failing to load a FastSpeech2 tokenizer." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for Llama 3.2 vision is not the same as an import error for GenerationMixin." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM with Adafactor+DeepSpeed and a CustomTrainer signature mismatch are unrelated training issues." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure and MoE memory usage are different runtime problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parse/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "A missing GenerationMixin cache in v5 chunked prefill is not the same as Qwen recurrent state reset with cache." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and strict granite_speech config loading are distinct config/schema issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and FlashAttention failures in Ministral-3 are different model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and batched chat-template padding behavior in Qwen2_5_VL are separate processor issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow from a torch-only install and Gemma3TextConfig API differences do not describe the same defect." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus generate-images test failure are unrelated model/test problems." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline selecting image processors for video-classification is unrelated to a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy and image preprocessor/model dtype mismatch are different classes of bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect gather_for_metrics label trimming and auxiliary-loss normalization are not the same underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a key error while loading MobileLLM are separate issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k changing pipeline output shape and AutoModel missing PyTorch are unrelated pipeline/import problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is not the same as a missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor.tokenizer / image-to-tokenizer regression and a misleading translation-task error message are different pipeline regressions." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states being None and a broad v5 video-input regression across Qwen variants are distinct bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer junk values in v5 are unrelated implementation issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after token alignment are not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and Gemma 4 missing mm_token_type_ids defaulting are different model behaviors." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and CUDA OOM in Sam3Video are separate SAM3 issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:44936|issue:45698", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:44521|issue:45381", + "issue:44479|issue:44734", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44933|issue:45362", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:43388|issue:44079", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "ea8380c683296a3204cdead15fede89bea38904a47dbf1650a0e5f17744e19f9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36389, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs across training, loading, multimodal, config, and serving paths. None of the soft pairs look like the same underlying issue, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug reports in different code paths and subsystems, so there isn't a single duplicate target for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active/referenced open report in the set, so it's the best representative issue for triage, but not a duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing vs missing `_tokenizer` on `Gemma4Processor`." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a v4.57.5 processor/tokenizer regression; the other is an eos_token_id config inconsistency." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "`trainer.evaluate()` after training vs wrong custom module loaded after save/load are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage and missing `model_type` config errors are distinct model-loading issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression and GPTNeoX `rotary_pct` reload behavior are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large Qwen model is unrelated to a key error loading MobileLLM." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "`3d_parallel.py` runtime failure is not the same as Qwen tensor-parallel OOM." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL is different from a bad tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing-loss omission are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is not the same as Whisper empty-transcription handling." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for `num_return_sequences` is unrelated to Whisper generation on empty output." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Auto device-mapping cuda assert and tensor-parallel OOM are separate load-time problems." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates and wrong video `vision_position_ids` are not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL variants and serve KV-cache indexing crash are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is unrelated to Gemma eos token configuration." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy `Conv2d` in Sam3PixelDecoder and processor/model image-size mismatch are different issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing `pipeline()` and nonsensical SigLIP2 outputs are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of another issue and a tool-call `apply_chat_template` crash do not clearly match the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward inconsistency and stale paging warning are unrelated generation issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoX config reload behavior." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and category-count overflow are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in no-trainer image classification is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation failure and stale auto-mapping references to removed configs are different problems." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Dropped labels in `gather_for_metrics` and `ModelOutput` key assignment with prior `None` are different defects." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model and flash-attention `s_aux=None` crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + 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import errors, model/config regressions, docs/example bugs, CI failures, and serve/runtime crashes. No single underlying bug clearly unifies the set.", + "confidence": 0.97, + "canonical_issue_reason": "No real duplicate cluster emerges here; issue 43116 is the best standalone representative because it has the most discussion and a concrete, reproducible failure in a user-facing script.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43116 is the most actionable report in the set: clear symptom, explicit example script, and multiple comments/inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: CLIPVision hidden-states regression vs Qwen3.5 recurrent-state reset in cache handling." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is LoRA/tied-weights collapse after merging while the other is incorrect visual-encoder key serialization on save_pretrained." + }, + 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loading problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Global buffer serialization corruption and GPTNeoX rotary_pct reload behavior are different defects." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder issue has no meaningful overlap with the fbank feature extraction bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are distinct runtime paths." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and symptoms: empty multi-label results versus loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize propagation and Whisper empty-transcription handling are unrelated bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A GraniteSpeech CI test issue is not the same as stale auto_mappings references to removed configs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as the local dataset loading failure in the no-trainer script." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug and notebook syntax error are completely different classes of issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are a different bug from incorrect Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime limits have nothing to do with Whisper empty-output generation." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are separate API regressions." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization with None is different from a missing deepstack_visual_indexes field being dropped by strict validation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules and do not share a concrete root cause." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing and local-model cache-path collisions are unrelated caching problems." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are not the same bug as a serve-time KV-cache continuation crash." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models; cache-directory collision is a different issue entirely." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error does not match the audio feature extraction bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and Sam3PixelDecoder dummy-conv behavior are unrelated model-specific issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-path failure and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are different import failures involving different names and modules; no shared underlying defect is evident." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The TensorFlow backend packaging issue is not the same as the unspecified dependency problem in 44279." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Inconsistent lm_head serialization by device and GPTNeoX rotary_pct reload defaulting are distinct state/serialization bugs." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer crashes in serve are unrelated to trust_remote_code cache-path collisions." + } + ] + }, + "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": 14, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + 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No PRs were provided.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest, most central tracker for the recurring recent-version model-loading and remote_code breakages in this set.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "issue:45020 best serves as the umbrella issue because it is broad, open, and directly matches the repeated loading/regression pattern across the cluster.", + "best_pr_reason": "No PRs are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness from sys.modules access is a different bug than unsafe sys.modules[] access in modeling_utils." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve loading/config handling, but one is missing fields with trust_remote_code and the other is a model-type/config mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references to Sam3LiteText are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support failure is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression and t5gemma resize_token_embeddings bug affect different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading failure is not the same concrete bug as Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading and PIL image processor torchvision dependency are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; not the same underlying bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test flake is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping entries are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they are about different missing symbols/modules and different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache loss during chunked_prefill is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug and docs mismatch for return_all_scores are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "These are both vague dependency-related titles, but there is no shared concrete bug or code path." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior in t5gemma is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key corruption are different regressions." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and rope-index temporal scaling are separate multimodal bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is a different pipeline bug than remote_code model breakage." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption do not share the same failure path." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and unreleased peft minimum version are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to model config loading failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model behaviors." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Generic unrecognized-model failure and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id AttributeError are separate config issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific HybridCache import failure is not enough to treat this as the same concrete bug as a broad 'many import errors' report." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch flex_attention compilation failure and undefined tf backend from tensorboard-only install are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:41950|issue:43650", + "issue:39692|issue:43901", + "issue:44297|issue:44462", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:33290|issue:45656", + "issue:44462|issue:44779", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43723|issue:44162", + "issue:43650|issue:45290", + "issue:43262|issue:44521", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "f332fe4708359272f66558b69748adc9388430299087a7968d13fc50d2d44169", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36085, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated issues happen to share broad words like tokenizer, processor, or v5 regression, but they do not describe the same underlying bug. None of the soft pairs are safe duplicate merges.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44462 is the clearest, most self-contained regression report in the tokenizer-loading subtheme, but the overall cluster is too mixed for a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best anchor because it describes a specific, reproducible AutoTokenizer regression with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex-patching crash; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency problem is not the same bug as bumping MIN_PEFT_VERSION to an unreleased release." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are separate model-loading failures for different models and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "The video-classification processor bug is unrelated to the unrelated placeholder title.\"ADD THE DATA\"." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "One is a SigLIP2 documentation example with model/processor mismatch; the other is a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata in save_pretrained is a different serialization bug than AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are regressions around multimodal/tokenizer behavior, but they affect different APIs and different concrete failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are completely different problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM and optimizer.step being called twice are distinct optimizer issues with different symptoms." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizers, but one is repository file selection and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings references and leftover dummy classes are different repository-maintenance issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError during model loading." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to the vague dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are different code paths and different failures." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision discussion and torch.split return values are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention backends, but FlashAttention failure and compiled flex_attention failure are separate incompatibilities." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device state, while resize_token_embeddings not propagating is a different model-embedding bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issues are unrelated to ESM2 being broken." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "The placeholder issue title is unrelated to apply_chat_template crashes on tool-call assistant messages." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Sampling-rate defaults in audio chat templates and all-zero multimodal assistant masks are different template bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers fails for a missing nn symbol; TensorBoard without TensorFlow is a separate backend-install issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing generation cache during chunked prefill and CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different loading/saving issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained file omissions are unrelated to the performance regression in filtering data after upgrade." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM predictions and Deepseek tokenizer output regressions affect different models and code paths." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores do not describe the same failure as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44987", + "issue:45003", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:44987|issue:45542", + "issue:42175|issue:43976", + "issue:43122|issue:43650", + "issue:44361|issue:45593", + "issue:43824|issue:43976", + "issue:43475|issue:44016", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:43295|issue:44617", + "issue:43901|issue:44246", + "issue:43352|issue:45250", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:43531|issue:45362", + "issue:44462|issue:45356", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:43673|issue:44561", + "issue:36246|issue:44351", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "456e938428b43a28b4b9bc29c9a13ad66a3c9c25b3f43e68b51398345b4ea47f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "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 and import/load issues rather than one duplicate thread. The soft-similarity pairs look related at a high level, but they usually hit different models, different symbols, or different subsystems, so I would not merge them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43824 is the strongest representative issue: it is a concrete import failure, has the most discussion/inbound references among this set, and sits near the recurring model-loading/import-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, well-scoped, and the most externally referenced of the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Both are loading/install-time failures, but one is a specific model load regression and the other is a backend dependency/install issue; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "These are both packaging/runtime environment problems, but one is missing TensorFlow in a torch install and the other is a Python-version compatibility issue." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different symptoms entirely: tokenizer behavior regression versus an unrelated data request/title with no shared code path." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task attribute errors and D-FINE auxiliary-loss handling are unrelated model-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class versus a Python-version support issue; too broad and not the same underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder OOM is a memory/scale issue, while the notebook issue is a documentation/syntax problem." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both mention model loading, but they are different failures in different models and do not point to one shared fix." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A storage-object TypeError and a Qwen3.5 chat crash are distinct runtime failures with no clear common code path." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is not the same bug as a stale generation warning in paged generate()." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both touch Qwen MoE models, but one is a LoRA compatibility problem and the other is a Qwen3VL loading regression; not the same concrete bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version/package compatibility are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3 video CUDA OOM are unrelated failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mentioning return_all_scores and slow imports are not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron is a model capability issue; the other is a generic Flash Attention topic with no matching code path." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-training bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors is not the same as an fbank feature extraction issue." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI formatting and a wrong docstring for position_ids are unrelated documentation/utility issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Registering position_ids as a buffer and Gemma-4 zero3 from_pretrained failure are distinct model/runtime bugs." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping-name behavior and undefined tf backend installation are separate infrastructure issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are different model-path problems without enough evidence of one fix." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec handling are tokenizer-related but distinct regressions." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "A router-logits training-loss bug and an unrecognized model/config load error are not the same defect." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a xdist captured_info.txt race are unrelated internal bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils affect different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing Qwen2_5_VL symbol and the other is a huggingface_hub API import; different packages and fixes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling in GenerationMixin and removal of is_torch_fx_available are different regression types." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Two different missing symbols from different areas of transformers; similar shape, but not enough to treat as one bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "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:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45701" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:42886|issue:45229", + "issue:44877|issue:45375", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41950|issue:43596", + "issue:45292|issue:45584", + "issue:43066|issue:44779", + "issue:45292|issue:45701", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "2c55bd75a754355b8abbf6909561175b0d6748052c53031f9a2a9ea0a23f021e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans unrelated regressions in tokenizers, config loading, generation, model-specific vision/audio bugs, and DeepSpeed/accelerate failures. None of the soft pairs look like the same underlying defect, so I rejected all edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest umbrella for version-induced tokenization regressions, but the cluster is not cohesive enough to treat it as a true duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: MoE/router load-balancing loss vs an AMP/CUDA crash in image loss." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and failures: ESM2 breakage vs Gemma 4 token-type defaults." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is not the same as a Gemma eos-token config mismatch." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel zero3 index error are different code paths." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral and Qwen3OmniMoe video ValueError are different model-specific bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated symptoms." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one blocks loading and the other silently drops a field; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a tokenizer slowdown regression are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure with transformers>=5.1.0 is not the same as protobuf masking tokenizer errors." + }, + { + "left": "issue:41950", + "right": "issue:43596", + "accept": false, + "reason": "Pipeline selecting image processors and Qwen3OmniMoe video processing failure are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and DeepSeek tokenization regression are related only at a very broad level." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Specific embedding-resize bug vs a broad report that tokenization changed across versions." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning deprecated args and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is different from a zero3 deque pop crash." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are different failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute in SAM3 video output is different from Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import slowdown are unrelated subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are different tokenization/model issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash is not the same as the FlashAttention s_aux=None crash." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/resize embedding behavior, but they are distinct manifestations and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning during fine-tuning and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Config warning about tie_word_embeddings and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and wrong tensor indexing in serve KV-cache continuation are separate generation bugs." + } + ] + }, + "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": 14, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "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:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:44933|issue:45459", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44623|issue:45656", + "issue:42371|issue:45092", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:45362|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:42222|issue:45200", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "7ebc70862fba01cad6d3f6fee9d40e91e62139ba415f3d37fdbf3a33418fcc8f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37019, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated bug reports. A few are superficially similar (import errors, config regressions, model-loading failures), but none of the soft pairs look like the same concrete underlying bug/change, so I would keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "No single true duplicate cluster stands out from the titles alone; if one issue must anchor the set, 45375 is the most concrete and self-contained regression report, whereas the others are broader symptom reports or different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45375 is the best representative anchor because it is specific, actionable, and narrowly scoped to a particular config regression in the Qwen3.5 MoE/vision path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: Gemma-4 zero3 from_pretrained failure vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated symptoms and code paths: ZeRO3 deque pop error vs auto_mappings CI break from removed Sam3LiteText configs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different model-loading failures: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer/decoding bugs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import error from image_utils is not the same as tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a sync_gpus kwargs update issue and the other is a missing cache during chunked prefill." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific GenerationMixin cache bug is not the same as broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from processor.save_pretrained missing files." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic Transformers 5 custom initialization breakage is different from an ESM2-specific workflow break." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Chinese performance slowdown after upgrade are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failing under v5." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute is unrelated to trust_remote_code returning configs with missing fields." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file output bug is unrelated to a duplicated optimizer step under DeepSpeed." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering is not the same as Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-induced slowdown and duplicate optimizer stepping are different runtime problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video missing field and Qwen2.5-VL video position-id bug are separate vision-model regressions." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained file loss are different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a missing deepstack_visual_indexes field in config handling and the other is a broader from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 zero3 from_pretrained failure are not the same underlying issue." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation crash are unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they point to different missing-symbol problems and different entry points." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title theme, but the later report is not clearly the same concrete VRAM leak bug without body evidence." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error and missing config field in Qwen3_5MoeVisionConfig are related at most at a broad family level, not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and a missing vision config field are different failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are separate runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention internals, but the specific bugs differ: kwargs sync after sync_gpus vs diverging attention kernels under torch.compile." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaulting are unrelated model-family regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation is not the same as FP8 save_pretrained for moe models." + } + ] + }, + "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": 14, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "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:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45712" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:36010|issue:41628", + "issue:43526|issue:45561", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43723|issue:44568", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:30333|issue:33290", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "982fc47bc1a5f973d7d4f8644e0c04ec569dc8ce1386eb79004f3fa74883478d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are separate Transformers regressions, import issues, or model-specific bugs that only share broad v5/compatibility wording. No soft pair looks like a true duplicate or mergeable single fix.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 42898 is the broadest, most representative v5 tokenizer-behavior regression in the set; the rest are mostly narrower, unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the clearest general anchor for the cluster because it is a user-facing v5 behavior change rather than a highly model-specific or infrastructure-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports (`AutoImageProcessor` vs `HybridCache`); same import-error class but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is `save_pretrained` FP8 handling and the other is `from_pretrained` loading; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both are serialization-related, but one is quantized saving and the other is extra_state handling; too broad to treat as one bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different symbols and different APIs; not the same underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: image label reduction bug vs pytest-xdist file race in testing utilities." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency selection vs leftover dummy class cleanup; no shared bug path." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in an encoder vs MoE load-balancing loss gating; different model logic." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen family, but one is a transformers-v5 incompatibility report and the other is a specific Qwen3.5 MoE load error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure vs testing race condition; no common code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading bug vs test harness file race; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation internals, but one is cache handling and the other is kernel divergence under torch.compile; not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation failures in different contexts; no evidence of the same defect." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence transformers vs embedding resize/reinitialization bug; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi-4 multimodal config init vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; no shared underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing import from image_utils; not the same problem." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support problem vs missing import from image_utils; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different symbols; too generic to merge." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs ZeRO3 deque underflow; different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission vs Qwen3.5 MoE from_pretrained loading; different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A runtime kernel divergence bug vs a docstring issue; clearly not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs BOS/EOS special-token behavior regression; different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache continuation crash vs auto_docstring annotation crash; unrelated subsystems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is generic cleanup-space behavior and the other is a specific codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; different model metadata bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump vs leftover dummy class cleanup; no shared defect." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but Deepseek output regression is model-specific and not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method vs remote-code meta-init incompatibility; different model families 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": 2, + "component_count": 14, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:43479|issue:43644", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44222|issue:44484", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44871", + "issue:42886|issue:42994", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "e234716c8b5c5926e4f23f1c0f8331a92c6355f81171d6f43c14a3699bcc2e32", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38565, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues, mostly around v5 loading/import/save regressions, but the soft pairs are not true duplicates. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43723 is the broadest and most representative report of the shared tokenizer-loading regression theme, whereas the other issues are narrower, model-specific, or unrelated API/import problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it captures the most general failing path (AutoTokenizer loading in v5) that overlaps with several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is about clean_up_tokenization_spaces semantics and the other about Pegasus output differences; not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer-read error and a double optimizer-step issue in deepspeed are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions touching tokenizer/processor behavior, but they describe different failures and different affected APIs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/namespace problems, but one is a missing image_utils import and the other is leftover dummy PT objects leaking into dir(transformers); different causes." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing AutoImageProcessor import and masked tokenizer errors without protobuf are distinct failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Quantized model save failure and tokenizer save metadata mismatch are different save_pretrained bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "One is wrong default config initialization for Phi4MultimodalConfig; the other is junk-filled non-persistent buffers in v5." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata and double optimizer stepping are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues do not match processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to the auto_docstring annotation crash." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is FP8/moe model saving and the other is processor file emission; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "A missing transformers.onnx module and missing PyTorch dependency are different import failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting after failed training and a CustomTrainer signature mismatch are separate training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode from huggingface_hub are unrelated import/version issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat-completions endpoint regression and a Gemma4Processor _tokenizer AttributeError are different server/processor failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure and Qwen3.5 flash-attention generation failure are not the same code-path bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch does not match the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split indexing issue and a remote-code/meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about split return values and the other about a missing ReLU; different defects." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 model save failure is unrelated to the max_shard_size default question." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow reporting after training failure are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Trainer/MLflow reporting and embedding reinitialization in post_init are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template crash and annotation-introspection crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read issues do not match missing processor save files." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect visual encoder keys saved are different Qwen-related bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps precision issue is unrelated to remote-code/meta initialization." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue and a RoPE implementation issue are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions in v5, but one is generic and the other is model-specific; not enough evidence they share the same concrete failure." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and eos_token_id configuration inconsistency are different problems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading for tokenizers and quantized model saving failures are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalls and SigLIP2 zero-probability outputs are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure overlap only broadly; they are not clearly the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are different missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy problems and Qwen3.5 Moe from_pretrained errors are not the same underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are separate model/runtime issues." + } + ] + }, + "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": 14, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:44263|issue:44373", + "issue:43756|issue:44060", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44117|issue:44704", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43122|issue:44514", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:41628|issue:45278", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:44261|issue:44373", + "issue:42371|issue:42831", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295" + ], + "prepared_review_unit_hash": "af9fee32d09b59cc1d9edd4a0fbf797d7d8e9c9661c4396e33d6e9bea84fa9af", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37545, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items cover many unrelated Transformers issues (tokenization, multimodal chat templates, loading/import regressions, config mismatches, generation bugs, and model-specific architecture problems). The soft edges are mostly superficial keyword overlaps and should all be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the issues are heterogeneous and do not share one underlying bug or fix.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue among these as a duplicate representative; none of the items is clearly the same underlying problem as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: generation kwargs handling after sync_gpus vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: a torch.split return-value issue vs a wrong docstring for position_ids." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different code paths: Smollm3 RoPE layer behavior vs a Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing is_offline_mode symbol and the other is broad import failures after a version update." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "One is the transformers env command, the other is a sentence-transformers import NameError for nn." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different failures: tokenizer behavior changed across versions vs assistant_masks being all-zero for multimodal inputs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as a wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API/config behavior is unrelated to the torch.split return-values issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a MacOS bus error with a CLIP model are different problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is separate from AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/state bugs: sync_gpus update handling vs recurrent states resetting with cache." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are different issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output differences across versions are not the same as apply_chat_template crashing on batched input with padding=False." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve API forwarding/template code, but one is cached_file kwargs propagation and the other is assistant tool-call crashing in apply_chat_template." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "These are separate SAM 3 issues: model-type warning vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and a model-loading failure for cjvt/sleng-bert are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered position_ids buffer; the other is tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is not the same as GLM-5 GenerationConfig validation failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure and auto_mappings.py referencing removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping problems are different from multimodal assistant_masks being all-zero." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing is not the same as GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and broad post-update import errors are not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "A clearer error message for LayoutLMv3 boxes and Sentence Transformers loading stuck are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy degradation are different issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Version-to-version tokenizer differences are separate from Deepseek tokenizer incorrect results in v5." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading microsoft/Phi-4-multimodal-instruct failing." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error do not appear to share the same code-path or fix." + } + ] + }, + "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": 14, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44912", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43278|issue:44945", + "issue:43992|issue:44704", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44912", + "issue:43784|issue:45446", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:38617|issue:45278", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977" + ], + "prepared_review_unit_hash": "f50be6ef2fb1fe0a447aa0e6c9d1f98b0088e1da69ddfe4c7f512a90c615b871", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false duplicates: they usually share a broad subsystem word (imports, tokenizer, MoE, training, generation) but describe different concrete failures, models, APIs, or code paths. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues is a safe representative for all the others.", + "canonical_pr_reason": null, + "best_issue_reason": "If an umbrella must be chosen, issue 45278 is the broadest, but it is still too generic and not a good duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different bugs: tensor-parallel training state issue vs. multi-label classification example returning empty results." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL loading/runtime bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages and code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression; the other is a from_pretrained loading error." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and paths: dtype change between train/eval vs. incorrect output under pipeline parallelism." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 model weight-loading bug vs. AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import failures from different libraries and symbols." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression across versions vs. Qwen3.5 generation failure with flash-attention." + }, + { + "left": "issue:42907", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/save issues: dequantized model saving vs. MXFP4 load fallback to bf16." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs. a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM thread usage is unrelated to dtype mismatches in inference tests." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error vs. RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx missing module import vs. a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs. a broad umbrella about many import errors; not the same concrete failure." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import breakage vs. Ministral-3 FlashAttention failure are distinct model-specific issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state handling in FSDP2/PEFT training is unrelated to missing cache in chunked prefill generation." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 warning/settings issue is unrelated to a missing image-patch method in GLM46V image processing." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification bug vs. SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling bug vs. trainer.evaluate() failing after training." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility problem vs. an import/version check bug in flex_attention." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE, but they are different models, versions, and failure modes (loading vs. from_pretrained)." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issue is not the same as a Qwen3.5 from_pretrained loading error." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs. stale warning for num_return_sequences during paged generate are different problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper bug in qwen3_omni_moe is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs. incorrect offset_mapping for Qwen3 tokenization." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape mismatch at load time vs. incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness issues, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling bug vs. flash_attention crash on sink-less models are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation stale after pipeline removal vs. a PyTorch version-check import bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are different code-path failures." + } + ] + }, + "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": 14, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:42673|issue:43906", + "issue:45341|issue:45561", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42175|issue:42222", + "issue:42673|issue:43582", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42673|issue:43577", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:42222|issue:45459" + ], + "prepared_review_unit_hash": "39f1f0e3183dc014a05f806b4667377d32eca572c6768717a53a18446469a5ab", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformer regressions: import/export issues, tokenizer behavior changes, model-loading bugs, video/optimizer/runtime problems, and backend/config warnings. I did not find any soft pair that is clearly the same concrete bug, so all soft edges are rejected. The closest theme is the broad import-regression report, but it still does not unify the rest of the set.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading), so it is the best representative issue, even though it does not cover the unrelated tokenizer/model/runtime bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are model-loading/type-checking regressions, but they describe different failure modes and likely different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug vs missing torchvision crash; same area, but not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a generic reproduction of another issue." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a vague note and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PyPI version bump problem and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime special-token/post-processor update behavior are separate tokenizer issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export breaks." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-family model-loading failures; not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning and key error when loading a model are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "ViTPose model breakage and missing TensorFlow backend wiring are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a generic request rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45464", + "accept": false, + "reason": "These are unrelated: shard-size question vs chat/completions streaming bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure and a testing_utils bug do not share a concrete root cause." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-error umbrella may include it, but this is still just one specific missing import and not enough to treat as the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bfloat16 compilation and BLIP2 dtype not propagating are different dtype problems." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing and testing_utils bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different symptoms and likely different loader paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch counting AttributeError and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "ViTPose model breakage and tokenizer protobuf error hiding are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration warning and MLA epsilon precision bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow backend in torch-only install and vitpose model breakage are different issues." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon TypeError in caching warmup are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid vs unrecognized model/config mismatch are different loading failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak and BLIP2 dtype propagation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:44484", + "issue:43931|issue:44038", + "issue:43986|issue:45341", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44464|issue:45071", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43825|issue:44655" + ], + "prepared_review_unit_hash": "cc0df3b10efa9a97e37502707cacfdf0231eaffcb4171261621cb11f8110d2fa", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37623, + "estimated_input_tokens": 9406, + "estimated_eval_tokens": 19068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers regressions across imports, loading, configs, attention, and tokenizer behavior. None of the soft-edge pairs looks like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the best cluster representative: it is a concrete, user-facing v5 regression, has inbound references, and sits in the same broad class of API-breakage reports as several other items here. It is not a duplicate of the others, but it is the most canonical-looking issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest single issue to anchor triage because it is specific, broadly impactful, and clearly documented. Compared with the rest, it has the best mix of clarity and ecosystem relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: one is a removed tie_embeddings API/config warning, the other is a position-id key warning. Same general version era, but not the same code-path." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 inference failure and the other is degenerate training with flash_attention_3. Different failure modes and likely different fixes." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A compile-time bfloat16 precision warning is unrelated to a model-type mismatch warning when instantiating sam3_tracker from sam3_video." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM torch.split indexing behavior is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor export and PretrainedConfig type-checking regression are different import/config issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A type-checking regression in PretrainedConfig is not the same as an undefined TensorFlow backend caused by tensorboard-only installs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is missing projections in qwen3next layer 0. Different model families and bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is unrelated to the max_shard_size default question in save_pretrained." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These are different Qwen vision/model-loading regressions with different symptoms and targets." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor/torchvision crash is unrelated to a testing_utils bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer mapping bug; loading physical-intelligence/fast is a separate model-load failure." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file loading failures affect different code paths and different user operations." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A wrong model-type warning is not the same as the tie_word_embeddings warning in a fine-tuning context." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to a torch.split return-value issue." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled forward chunked-generation inconsistency is unrelated to a typing regression in PretrainedConfig." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A crash due to missing torchvision is different from an ImportError for ReasoningEffort in mistral_common." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration and a categories-over-2^24 RuntimeError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps causing precision drift is not the same bug as the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing layer projections in qwen3next is unrelated to a config field being silently dropped by @strict." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the same as TOKENIZER_MAPPING_NAMES sometimes returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "These are different Qwen-family regressions with different model components affected." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed embedding-tying API is unrelated to an AttributeError in flash_attention.py for sink-less models." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different names and different subsystems; not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Not passing kwargs to cached_file is unrelated to the auto_docstring future-annotations crash." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only still making API calls is a loading/network-policy bug, not a missing embed_tokens.weight issue." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "A missing Qwen2_5_VLForConditionalGeneration export is different from a torchvision-dependent AutoProcessor crash." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Same as above: different code paths, different symptoms, different fixes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and save_pretrained pipeline serialization are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "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:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479" + ], + "soft_pairs": [ + "issue:43352|issue:44380", + "issue:43992|issue:44484", + "issue:43097|issue:43901", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:42907|issue:44655", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43299|issue:43867", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "d0630b357f4223e3c50adfffdd2d14fd5a67322612e06416811b6ff5856220fe", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38198, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the only likely duplicate-like pair is the CLIP v5 regression around missing optional outputs. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43761 is the best canonical anchor for the only true near-duplicate subgroup: it explicitly tracks the v5 CLIP regression and subsumes the sibling missing-attentions report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the strongest representative in this cluster because it is concrete, regression-labeled, and has the clearest duplicate signal compared with the rest of the heterogeneous issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different attention-backend symptoms; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint weight-loading failure vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed config API vs documentation mismatch for a pipeline flag; different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One is a PyTorch precision warning during compile; the other is a tie_word_embeddings warning in finetuning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different compile/runtime warnings and different model/backends." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading vs gradient checkpointing eval-mode behavior; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile+SDPA failure; different code paths." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug vs sequence-classification zero-loss bug; not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs pipeline save_pretrained support; different save paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue vs Python version compatibility issue; no duplicate." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state bug vs GPT2 attention scaling bug; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing config attribute vs AppleSilicon allocator TypeError; no shared bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Server chat-completions request rejection vs tokenizer chat-template crash; different layers and failures." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where optional vision-model outputs are not populated correctly (attentions/hidden_states missing)." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels bug; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT2 attention-scaling backend behavior; different models and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Compile-time warning vs flex_attention compile failure on newer torch; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different packages and symbols." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe load regression vs state_dict sorting load error; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Broad Qwen3-VL-Moe breakage vs fp8 inference support request; not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions API rejection vs assistant tool-call chat-template crash; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs local_files_only still making network calls; different problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE issues in different models; same general area but not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch vs pipeline serialization issue; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model configs/outputs." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug vs pipeline save_pretrained issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs pipeline object serialization; different save paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load failure from sorted state_dict vs wrong checkpoint saved by save_pretrained; not the same defect." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support issue vs invalid GenerationConfig issue; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy issue vs GPT2 attention scaling backend bug; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Config missing attribute vs model post_init validation issue; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split indexing behavior vs DeepseekV3MoE divergence; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression vs Qwen2.5-VL video position-id bug; different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Import errors for different symbols from different modules." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python 3.9/3.10 compatibility regression vs Python 3.14 load failure; different version-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43618/43761) is a plausible near-duplicate based on CLIP v5 optional-output regressions, and the other pairs are reasonably rejected as heterogeneous. No PRs are present, which is consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43881", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:36683|issue:43881", + "issue:43618|issue:45216", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:44938|issue:45071", + "issue:43992|issue:45478", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43618|issue:44857", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43010|issue:44075" + ], + "prepared_review_unit_hash": "9bf7c551b2919485fa95dea68f2b2013abad6f7dacc95fd26a07ffa5d79b0bc1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers bugs. The only strong duplicate-looking pair is the import-time slowdown report, where one issue names the root cause and the other describes the same symptom more generally.", + "confidence": 0.85, + "canonical_issue_reason": "issue:41669 is the best issue canonical: it gives the concrete root cause for the import slowdown (`import *` in model modules) and is the most actionable representative of the only likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue to keep because it is the most specific root-cause report and best explains the shared import-performance symptom seen in issue:44246.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Completely different failures: Flash Attention support gating vs auxiliary-loss behavior." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention kernels, but the code paths and failure modes are distinct." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state/FSDP training bug vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different models and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a CLIP output field regression; the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different multimodal model-load problems; no shared concrete bug path." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "torch.no_grad on cache updates is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained/load issues, but for different models and different missing/incorrect keys." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-performance regression: 41669 identifies the root cause, while 44246 reports the same slow-import symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different serialization/config bugs; one is state_dict ordering during load, the other is a missing vision config field." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute error vs FSDP/PEFT optimizer-state corruption; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related failures, but one is compiled-Python issues and the other is a Python 3.13 torch.jit parse problem." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakiness causes: missing set_seed vs xdist file-race." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-time state_dict issue vs save_pretrained checkpoint-key regression; opposite directions and different root causes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are related only broadly, not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Gemma-style load issues with different failure mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python-version import failure vs Qwen2.5-VL vision-position bug; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update annotation bug is unrelated to the Python-version compatibility issue." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/math bugs with no shared code path." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output regression vs patchtsmixer post_init handling; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel OOM on a specific model; not the same underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: CLIP outputs vs mixed-precision loss crash." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load failure from ordered state_dict vs a save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention, but one is a missing output field and the other is a sink-less flash-attention crash." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-not-installed import error vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness vs a specific model load failure; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they are separate flaky tests with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI breakages affecting different models/config mappings." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak vs AddedToken argument duplication; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading in v5, but one is tokenizer loading and the other is checkpoint reloading across versions; too broad to be the same bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "No_grad decorator for cache updates vs SGD arguments not being used; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:41669 + issue:44246, is well-supported by the titles and the duplicate-like import slowdown symptom. The remaining soft-edge rejections are phrased cautiously enough and do not overclaim identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "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", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:43827|issue:44961", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44351", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "2590a77a370190e0955051b463c17de6e92063e54d3ee5f26b99f72c2f65c1be", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39435, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of unrelated issues: v5 regressions, import/load failures, docs nits, generation/cache bugs, quantization problems, and test flakiness. None of the soft pairs look like safe duplicates on title-level evidence alone.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43576 is the best broad representative because it is a user-facing v5 regression with clear impact, but the cluster is too mixed for a strong single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest standalone candidate by specificity and impact: a concrete import regression with multiple inbound references and clear reproduction surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both are test-related, but one is a specific integration flake from missing set_seed and the other is a generic testing_utils bug; not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4/OOM memory behavior and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained in MoE and missing _tp_plan for tensor parallelism are separate model lifecycle issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad and Sam3PixelDecoder dummy Conv2d are unrelated subsystems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different export failures." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "One is about decorating cache/layer update with no_grad; the other is a generation kwargs bug after sync_gpus." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error; not clearly the same fix." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different model config gaps." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and model.forward docs confusion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and tokenizer slowdowns after upgrade are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on training failure and tokenizer loading regression are distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update semantics and tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and v4.57-to-v5.2/v5.3 checkpoint reload failure are different regressions." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access under local_files_only and FP8 MoE save_pretrained 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 trivial racoon issue have no overlap." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job status reporting and tensor parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving Pipeline objects are separate runtime/serialization issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are fp8/MoE themed, but one is saving pretrained weights and the other is inference support; not one concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs reference pipeline() after removals and racoon are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol and v5 transformers env CLI breakage are separate package/command issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug do not share a concrete code path." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and a model import error are both v5-related but not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and type-checking regression are different areas." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env CLI are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and missing configuration_utils import are different classes of bugs." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder racoon issue and Gemma4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env CLI and missing HybridCache import are distinct regressions." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are separate export problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and racoon are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and racoon are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled Python file errors are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision/config issue and DSA indexer ReLU bug are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and sys.modules access bug 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": 2, + "component_count": 14, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43519|issue:44908", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468" + ], + "prepared_review_unit_hash": "4ad98bb4d88fbbd16584ab78a2e625fb43290f19405037da180e975165047fb9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41475, + "estimated_input_tokens": 10369, + "estimated_eval_tokens": 20994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer issues spanning model loading, tokenizers, cache, processors, and unrelated model-specific regressions. Only one soft pair looks like the same bug: import slowdown tied to lazy loading.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the clearest root-cause-style report for the import/lazy-loading slowdown subcluster and best represents the only plausible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the strongest representative of the import-performance/lazy-loading problem; it is more specific than the companion report and fits the duplicate pair best.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to the TensorFlow backend error from missing tf installation." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload failures are different regressions with different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/perf work is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3/VL and tensor-parallel issues; not the same concrete failure." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bounding-box output problems are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve loading after v5, but one is checkpoint reload and the other is remote-code meta-init compatibility; too different to merge." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and inverse_sqrt scheduler kwargs are separate code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test and a scheduler kwargs bug are not the same issue." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe the same import/lazy-loading performance problem; the titles point to the same underlying regression." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker and Liger application with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support for Nemotron and Qwen3-VL bounding-box issues are different model bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage and scheduler kwargs handling do not share the same bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and config type-checking regressions are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not a generic bug report duplicate." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage cleanup and missing HybridCache import are different issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup/performance and a testing_utils bug are not the same problem." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/perf work has nothing to do with cache-strategy typos." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box output and Qwen3.5 Moe from_pretrained errors are different model-specific bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application with model_init and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weights key handling are different implementation issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-argument documentation confusion and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time model import cleanup and scheduler kwargs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL output errors are different failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight key crashes are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading/import slowdown are different regressions." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time package bloat and VRAM leaks across dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision model loading breakage are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward docs confusion and a flash-attention import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger kernel application and old InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in multithreaded dataloader use and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model subsystems: RoPE implementation vs audio relative positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage are not the same failure." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The one accepted pair is plausibly the same import/lazy-loading regression from the titles, while the rejected pairs are mostly clearly different by subsystem or failure mode. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "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:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "dd1b556ab083d05a1bf68c9ebae2c24884b89ab8bc09c493cb7082ed39931e3a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1430, + "serialized_chars": 737564, + "estimated_input_tokens": 184391, + "estimated_eval_tokens": 369038 + }, + "budget": { + "node_count": 25, + "item_count": 25, + "soft_pair_count": 19, + "serialized_chars": 19694, + "estimated_input_tokens": 4924, + "estimated_eval_tokens": 10104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous; most pairs are only superficially similar and do not look like duplicates. The only somewhat related subgroup is the tokenizer-v5 regression pair, but even that is not strong enough to merge confidently.", + "confidence": 0.34, + "canonical_issue_reason": "issue:42913 is the broadest and clearest representative of the tokenizer-v5 regression subgroup, but the overall cluster is too mixed to be a strong duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 is the most representative issue in the only plausible mini-cluster here (tokenizer-v5 regressions), though the evidence is still weak overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failure modes; both mention config-related behavior, but not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is a broad behavior report and the other is a specific decoder-type issue; not enough evidence of the same underlying bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated spam issue; no overlap." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment is unrelated to the testing_utils report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling versus chat template tool-call crashing." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated spam issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression is unrelated to the spam report." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload failure after v5 upgrade is unrelated to the spam report." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id error and tied-weight key crash are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Both mention missing config attributes, but they affect different models and different fields; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError in configuration_utils are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue and documentation confusion are not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading regression and the other is slow checkpoint loading; not the same underlying bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 fp8 inference support and a from_pretrained error are related by model family only, not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 Qwen3 support are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 14, + "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": "b6e71075ad4223acd9cf29764d8b2478d7015866f4c90d6929cfbc2e3da8b2cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests in the same general model-runtime area: Flash Attention 2 support vs GGUF support. They are related only by theme, not by the underlying change or bug, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues request different capabilities for different code paths, so neither can stand in for the other.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue exists here because the items are not duplicates; if a representative were forced, 26350 is slightly more active, but it is not a substitute for 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests (Flash Attention 2 vs GGUF support); same broad architecture area only, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 14, + "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": "9fa56a0e2bdfb9b09199b4c287b295b86a475303b92de25adac44dc3161f61fa", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a translation-issue template duplicate set. One issue is concrete (\u001b[Turkish\u001b[0m), while the others are generic placeholder instances of the same template; they are not safe to merge as the same underlying request.", + "confidence": 0.93, + "canonical_issue_reason": "issue:27088 is the only concrete request, explicitly targeting Turkish docs translation. The other issues use a generic placeholder title and do not identify a specific language.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most suitable representative because it is specific and actionable, whereas the others are template-like placeholders with no concrete language named.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request versus a generic translation template; no evidence they refer to the same concrete language or same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request versus a generic translation template; the placeholder issue does not identify Turkish or any shared concrete target." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic translation template; not enough evidence that these are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder translation issues, but there is no concrete language target or other signal proving they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical template-style titles alone are insufficient to conclude duplicate status without a concrete language or shared target." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Identical template-style titles alone are insufficient to conclude these are 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": 5, + "component_count": 14, + "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-36817-14", + "nodes": [ + "issue:36817", + "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:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:43837|issue:45177" + ], + "prepared_review_unit_hash": "cca6fe297449d54d69fc249e7de69579f9c26c6f48df02c3b1061062b93d6713", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17646, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17646, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate model-addition requests that only share a common template, not the same underlying change. I found no true duplicates; the requests span different architectures, modalities, and model families.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate exists across the cluster. If a representative is needed, issue:37015 (Add NeoBERT) is the broadest and most generic model-request entry, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:37015 is the best umbrella representative because it is a generic, discussion-heavy \"Add \" request, but it is still not a duplicate of 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; same \"add model\" template only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions; one is text BERT-like, the other speech recognition." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are different concrete models/changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model-add requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different models; not the same bug/change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and the weight-sparse transformer request target different model implementations." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model-add requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural proposal, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS concern different model classes and tasks." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related audio tasks, but these are different concrete model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model requests, not duplicates." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different architectures/tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request do not target the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions with different modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different model/architecture requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different concrete audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + } + ] + }, + "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": 14, + "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": "7d94c36d7a760c0c2b0b9db551e942ed67c59dea79cd7e861ed7f124fac5a20e", + "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 heterogeneous issue reports across different models, configs, tokenizers, and a typo; none look like the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items cover distinct code paths and problem types, so there is no duplicate cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 44031 is the broadest/user-facing report, but it is still unrelated to the others and not a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and bug classes: Llama4TextL2Norm vs ModernBERTConfig type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model-specific ignore_value bug vs tokenizer regex warning; different subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss argument issue is not the same as a quantization-operation typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different model areas and failure modes: unused ignore_value vs incorrect config type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding bug and ModernBERTConfig typing bug do not share the same underlying code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint correction is unrelated to tokenizer regex warnings after 4.57.3." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig typing issue and a quoted-identifier typo are separate fixes in different areas." + } + ] + }, + "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": 14, + "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": "8ccf42895751ec3cbce237883d040a8fd8d56bf6d486c104a5c5dd3023a5b87f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a general request for \"Set Block Decoding,\" while the other asks for \"DeepSeek v3.2 support.\" They point to different features/code paths rather than the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clear canonical duplicate target because they describe different feature requests; if forced, 43037 is a more concrete product-support request, but it does not subsume 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests with no evidence of the same underlying bug or implementation change: block decoding vs support for a specific model version." + } + ] + }, + "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": 14, + "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": "3ac8fd95cb93b1d419b9e3187f0696384a6d309694e9922fe8f3cdb7d0acc185", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer-related enhancement issues: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They share context but not the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43598 is the better representative for this cluster because it concerns a core Trainer behavior knob and broader customizability, while #43600 is a distinct FLOPS-accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the strongest standalone issue to keep as the cluster anchor: it frames a general Trainer customization problem rather than a narrower metric-estimation fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but they target different code paths and outcomes: one is about column removal behavior in Trainer, the other about FLOPS estimation. They are related context, not duplicates of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 14, + "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": "aaed0b816fe5979ff4dce262a36d30e7896984664a3bf7b17cd287c878afab63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by model-family naming; they request different registrations for different Qwen variants and different auto-classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more general registration request and is the better representative of the cluster, but it still does not cover the specific Qwen3.5 sequence-classification support requested in 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the closest thing to a cluster anchor because it targets multiple auto classes and a broader model-registration gap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is Qwen3.5 AutoModelForSequenceClassification support. Different model family/version and different auto-class path." + } + ] + }, + "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": 14, + "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": "24ca89c760d756fa51df9475836f949da0748035ff4e3cfe3cb9e6224e54675e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One small duplicate cluster emerges around the repeated \"huggingface \" issues; \"Fett\" looks unrelated. I\u2019d use 43845 as the representative issue for the huggingface cluster.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" reports and is a clean representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue candidate because it matches the repeated issue text exactly and predates the other duplicates; 43859 adds no substantive detail despite a bit of discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared substantive detail; no evidence they report the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" is not meaningfully related to the repeated \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive overlap beyond generic similarity; likely unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and no distinguishing content; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no additional issue-specific detail; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title pattern and no distinguishing details; these appear to be duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact same title, and 43845 is the earliest, so using it as the cluster representative is reasonable. The non-match verdicts against 43835 are conservative given only title-level similarity. No pair is overstated beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "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": "bf308bc16632a079c4944282c4c7b1ddd39cd684ff5de8e9b24b00c44759b0de", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five items look like unrelated low-signal/spammy issues rather than duplicates of one underlying bug or request. There is not enough concrete content to merge any pair as the same report.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the cluster is dominated by spam/generic titles, and none of the issues provide enough concrete detail to establish a shared underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a somewhat meaningful topic ('Documentation Enhancement Suggestion'), so it is the least bad candidate if a representative must be chosen, but it is still too vague to serve as a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no description or code-path evidence; no basis to treat them as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders only; similarity is not enough to establish the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a Google LLC-related title; no shared defect or change target is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation enhancement request does not match a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-signal similarity; these do not appear to be the same report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '', but that is not enough to infer the same underlying issue without any substantive body or target." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a distinct Google LLC-themed title; no evidence of a shared bug or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a different, specific-sounding topic; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 14, + "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": "63cd5ca5040f9ff6a24dbab5c996a63d24ab5e9a0e06cb6cff3976615790aed5", + "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": "These two closed issues are near-duplicate submissions with the same title and very similar body length/content, describing the same energy-reduction article/proposal. Issue 45145 is the better canonical/best representative because it was opened earlier and has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45145 is the earliest copy and already has an inbound reference, so it is the best representative of this duplicate issue pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest issue to keep as the cluster representative due to earlier creation time and slightly higher linkage/visibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, highly similar body size/content, and no distinguishing metadata; they appear to be the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, very similar body lengths, and the soft-similarity signal supports treating them as a duplicate pair. Choosing 45145 as canonical/best representative is also justified by its earlier creation time and inbound reference. The soft-edge verdict is appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "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": 14, + "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": "92e63d405737fd6385cf0751691b9a0789f512a2026383c3ae67cda9938bcd6d", + "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 look like two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 weight `torch.finfo()` failure, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. Same broad area, different code paths and failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the clearer, more general regression report for BitsAndBytesConfig behavior and is better suited as a reference point if these were being grouped, but it is not a duplicate of #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best representative of the cluster because it states a concrete, reusable config regression with a direct assertion failure and likely wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference related, but #45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights while #45674 is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion regression causing an assertion. Different bug, different path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "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-39895-12", + "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" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "020aebc9b7b58b30853476c88cca037ab85d73a5a50eb9bf594f90ad2b4c21f9", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32870, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32870, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two `fixed_cross_entropy` PRs are true duplicates; they implement the same kwargs pass-through to `nn.functional.cross_entropy` in the same file. The rest are superficial matches by subsystem, model work, or testing and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate pair: it is issue-targeted, clearly states the fix, and contains the broader implementation for passing supported kwargs to `cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall representative of the cluster because it directly addresses the tracked bug, while the other accepted duplicate (#43254) is just a narrower rephrasing of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: one adds VideoPrism support, the other adds an Executorch dynamic-shape test. Same general area of testing/export, but not the same bug or code change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different targets: one adds missing tokenizer methods, the other adds a new MobileLLM model. No shared underlying bug or mergeable combined fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions vs. Executorch export tests are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model auto plumbing, but they address different models and different problems; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different fixes in different code paths: loss utility kwargs vs. Mistral4 test/model adjustments." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export test and Mistral4 test/model work are not the same concrete bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing and new model introduction are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support does not match the class config-resolution fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different model additions/refactors: MobileLLM implementation versus Falcon output-collection refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different code-path changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model updates and a `layrnorm` typo fix are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared underlying bug: Mistral4 fixes versus config-class resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different fixes; superficial similarity only." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fix PR and model-creation skill PR are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as adding the model-creation skill draft." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Different domains and purposes; no duplicate relationship." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same code path: both modify `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` in `src/transformers/loss/loss_utils.py`, and both target issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair, PR #43251 and #43254, is clearly the same bugfix in the same file and looks mergeable into a single PR. The other pairwise rejections do not overstate the evidence and stay at the level supported by the diffs/titles. The summary is also consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "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": "a291b529df5e0996fcea1a681b7e7165e974313a41a862ea1a6ba40823ae603f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct VibeVoice PRs: one implements the base VibeVoice model support, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They overlap in filenames because the second builds on the same model family, but they are not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42781 is the broader, newer VibeVoice-related change: it adds Realtime support and the acoustic tokenizer in addition to the shared core VibeVoice wiring, so it is the stronger representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the cleaner base implementation of VibeVoice, with a full initial model stack and docs; #42781 is a later expansion into Realtime rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice codebase, but #40546 is the base model implementation while #42781 adds Realtime-specific functionality and an acoustic tokenizer; related, but not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "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": "4bd2f5a791506d615ce9f522577a0baae0726a97df1fd618103c22e2636352c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated open PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They touch different models, different code paths, and solve different feature gaps, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the better representative only because it is the more narrowly scoped, concrete feature addition; PR #40755 is broader and spans more files. They are still not duplicates of each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and unrelated functionality (TimesFM covariates vs DINOv3 image classification); not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "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": 26, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "74e1dd2ad6f8fde8d86a29f6b586c66cdbdc4e0f9589b2ce595000f9f6637b5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-introduction PRs: one adds DeepSeek OCR, the other adds Isaac. They share generic Transformers integration files, but the model families, code paths, and docs/tests are different, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs add different models and are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication purposes, since neither PR is a duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: DeepSeek OCR and Isaac are distinct model additions with different implementations, docs, and test suites. Shared auto-registration and repo-check files are generic integration touchpoints, not evidence of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "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": "04bc1cdf8e764fae7496ef291104312fc3827043b137ea00d5cfde37df13ae93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level as GitHub Actions maintenance, but they change different action families and different workflows: one is for Node 24 compatibility across many workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is broader and more central to the Node 24 compatibility upgrade across many workflows, whereas 42976 is a narrower Docker-action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because it touches more workflows and has the clearer top-level maintenance intent; 42976 is a separate, narrower dependency upgrade.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action in Docker image workflows. They do not fix the same concrete bug 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": 7, + "component_count": 26, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:45630" + ], + "prepared_review_unit_hash": "a96dd0ecc4dd0dae51de44961cbbb62d6fb5a82aebd4a0fbb49c6adf69da9534", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2_6). The overlap is mostly boilerplate around docs and auto-registry files, not the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must anchor the cluster, PR 43451 is the strongest representative because it is the most substantial and heavily reviewed model-addition PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best representative of the cluster due to its breadth and review activity, but it is still a distinct Molmo2 addition rather than a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo. Shared files are generic registry/docs updates, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo2. The overlap is only in auto-mapping/docs scaffolding, not one mergeable change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. They touch separate model packages and are unrelated changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with different files, processors, and tests; similarity is limited to shared framework plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared docs/auto files do not indicate the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model implementations with separate code paths and test suites." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2_6 are distinct model additions; despite shared registry edits, they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "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-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:45747", + "pull_request:45749" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45747", + "pull_request:43665|pull_request:45749", + "pull_request:44815|pull_request:45747" + ], + "prepared_review_unit_hash": "d968bc35136695a46b4299cbae557e55911b3f9f28d7c64a744ecaa80d0284b5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated pull requests: one substantive FP8/dequant implementation fix, several test-only or cosmetic changes, and one PR with no diff preview. I do not see any pair that should be merged as duplicates or the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the only clearly substantive code fix, spanning model loading and FP8 dequant behavior; the others are test noise, a spelling/docstring tweak, or too underspecified to judge.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it targets a concrete implementation bug rather than tests or wording, and its diff shows coordinated code-path changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented, but they affect different models and different test files. They do not appear to fix the same concrete bug or be mergeable into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/model-loading fix. Different code paths and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One PR is dummy test edits across CLIP/ViT, the other is a substantive FP8 dequant fix. Same broad repo area, but not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45747", + "accept": false, + "reason": "Test edits for CLIP/ViT are unrelated to an unspecified split-batch-size PR with no visible diff preview." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45749", + "accept": false, + "reason": "Dummy test changes and a docstring spelling correction are different kinds of changes and do not share a concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:45747", + "accept": false, + "reason": "The FP8/dequant fix and the split-batch-size PR appear to address different parts of the stack with no shared failing code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "6d9d530973f70a28027be33fb25302f0a2267f79be92117398a70b4578716b94", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated placeholder changes; the only overlap is a shared Vit test filename, which is incidental and not enough to treat any pair as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR serves as a true canonical duplicate target here; the three changes address different areas (packaging/deps, workflow plumbing, and a CI-caller stub) and look like separate test/dummy PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45476 is the most self-contained coherent change (adding a PR CI caller workflow), but it still does not match the other PRs as the same underlying fix, so it is only the least-bad representative\u2014not a duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test file is incidental; one PR changes packaging/versioning, the other rewrites workflow/comment CI plumbing and touches tests only as part of a dummy diff. They do not fix the same bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "These PRs are about different code paths: dependency/version metadata versus adding a CI workflow caller and unrelated stub edits in model/test files. No same underlying issue." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflow/test files, but the concrete changes are different and not mergeable as one PR: self-comment CI plumbing versus calling an external PR CI workflow plus unrelated dummy code." + } + ] + }, + "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": 26, + "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": "393b7abaec842d11c15c51fc81088e53d9f463cb71943dd359c2d233da07c89c", + "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": "The two PRs are closely related in theme but implement different pipeline features: concept segmentation vs visual segmentation. They share documentation and registration scaffolding, but the concrete pipeline code, model support, and tests are for different targets, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader/more substantial of the two additions, but it is still a separate feature from PR 43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline additions with different concrete code paths and model/test coverage: concept segmentation vs visual segmentation. Shared docs/registry files are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "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": "063fa8388462409f23be7114ad8af78b667d298b11a214898fc747999f8be1ec", + "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": "Two open PRs in `src/transformers/trainer.py` both add override hooks for custom trainer behavior, but they target different training paths: gradient-accumulation loss scaling vs. signature-column filtering.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43663 is the better representative because it introduces a general hook for signature-column filtering, a core trainer extensibility point, and is the cleaner standalone change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43663 is the strongest standalone PR in the cluster: it has a clear, self-contained trainer customization goal with a concrete implementation in one code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They are related only at a high level (trainer extensibility) and modify different behaviors: loss scaling during gradient accumulation vs. dataset column filtering. They would not 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": 12, + "component_count": 26, + "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": "c3af8a75cb1e004974b648484ce8ec8eba5b4af5734738d0bcba9c524d48af08", + "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": "One PR is a precise fix for the CLI TypeAdapter import-time NameError; one is a broader but related annotation/postponed-evaluation fix in the same file; the third looks like a different typing cleanup in the same module.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused fix for the actual runtime NameError: it keeps TypeAdapter under TYPE_CHECKING and quotes the annotation in the affected validation path, with minimal unrelated change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone fix because it directly addresses the reported TypeAdapter NameError with the smallest, clearest code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch serve.py and mention NameError, but 43656\u2019s diff preview is about future-annotations/type-hint cleanup around TimedModel rather than the specific pydantic/TypeAdapter import issue fixed in 43842, so they do not clearly fix the same concrete bug." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both appear to address the same TypeAdapter annotation NameError in transformers/cli/serve.py, and both are plausible alternative implementations of the same fix (postponed annotation evaluation vs quoting TypeAdapter under TYPE_CHECKING)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. PR 43842 and 43836 both target the same file and issue target, so treating them as alternative fixes for the same bug is reasonable. PR 43656 has a different issue target and the preview looks more like broader typing/future-annotations cleanup, so rejecting that pairing is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "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:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "ff16d76c995eeeaad05f7b792b897bd55b692e19c852a77fa7f66ff6f70ca1d8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76933, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of model-specific output-tracing refactors. Only a few pairs look like true duplicates of the same concrete change: the GPT-J/CodeGen variants and the GPT-Neo variants. Most other pairs share only the broad standardized-output theme and should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the true duplicate subset: it is the latest and broadest GPT-J/CodeGen output-tracing refactor, and it matches the same concrete code-path change as the other GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall PR representative among the genuine duplicates because it is the most complete version of the GPT-J/CodeGen refactor and has the clearest overlap with the other accepted PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; only the generic output-tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models; same issue target is not enough to treat these as duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target GPT-J output tracing in the same file and are the same underlying decorator-based refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet output-tracing refactor versus EfficientNet; same pattern, but not the same code-path problem." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and distinct forward paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing versus MGP-STR; same refactor style, different code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; these are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model file and the same code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; only the broader standardized-output theme is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing versus GPT-J/CodeGen output tracing; not the same concrete change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet do not share the same concrete bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same refactor theme, different code path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing and Flaubert output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen here." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations with different forward logic." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; same pattern, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models and different output-handling implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are distinct models with separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR do not share the same concrete code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer and TextNet are different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are distinct model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 do not fix the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 do not share the same underlying bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet output tracing and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J/CodeGen output-tracing rewrite, and 44722 is the broader later version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors for the same code path, with 44722 also including the related CodeGen update." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated models." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by shared model/file changes and look mergeable into a single bugfix PR, while the rejected pairs are appropriately limited to broad theme overlap or different model paths. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "627be9d75905e7ffb532c019731c12d20402225ec2cf426bb4fa79a687487d27", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to adopt standardized output tracing/capture, but they affect different architectures and code paths, so they are related in theme rather than duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit tracking issue, a clearly scoped SpeechT5 output-capture refactor, and enough diff context to show the intended code-path change.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single representative because it is self-contained, explicitly tracked, and shows a more complete model-level output-tracing migration than the other small, architecture-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general refactor pattern, but different models (VisualBert vs TextNet) and different code paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but they target different model implementations (MPNet vs VisualBert) and are not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related only by the standardized capture_outputs migration theme; MPNet and TextNet are distinct model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; this is the same tooling-style refactor, not a duplicate bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 fix different model-specific implementations and could 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": 15, + "component_count": 26, + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "c635b916080692d8a7e5f39110c6ae49ef77a1aa8a4fd18e6d2beb9e197ebde8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41323, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41323, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are the same broad refactor theme (output tracing / can_return_tuple) but they target different model families and forward paths, so they are not duplicates of one another.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate stands out: each PR changes a different model implementation, so there is no one PR that subsumes the others as the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest representative of the recurring refactor pattern because it is broader than the others (touching both Mamba and FalconMamba) and introduces the core tracing helpers, but it is still not a duplicate of the model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths: `timm_backbone` vs `upernet`. Same refactor style, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files: `timm_backbone` vs `vision_text_dual_encoder`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families: `timm_backbone` vs `univnet`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different targets and code paths: `timm_backbone` vs `mamba`/`falcon_mamba`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations: `timm_backbone` vs `rwkv`." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families: `mobilenet_v1` vs `univnet`." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths: `mobilenet_v1` vs `upernet`." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths: `mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models and files: `mobilenet_v1` vs `vision_encoder_decoder`." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families: `mobilenet_v1` vs `speech_encoder_decoder`." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations: `vision_text_dual_encoder` vs `univnet`." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: `vision_text_dual_encoder` vs `upernet`." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different targets: `vision_text_dual_encoder` vs `depth_anything`." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Related wrapper style, but different concrete code paths: `vision_text_dual_encoder` vs `vision_encoder_decoder`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: `univnet` vs `upernet`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different implementations: `univnet` vs `depth_anything`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers and forward paths: `univnet` vs `vision_encoder_decoder`." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models: `upernet` vs `rwkv`." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths: `upernet` vs `depth_anything`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families: `univnet` vs `mamba`/`falcon_mamba`." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different targets and architectures: `upernet` vs `mamba`/`falcon_mamba`." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families: `vision_text_dual_encoder` vs `mamba`/`falcon_mamba`." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths: `mamba`/`falcon_mamba` vs `superpoint`." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models: `mamba`/`falcon_mamba` vs `codegen`." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families: `timm_backbone` vs `codegen`." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different targets: `univnet` vs `codegen`." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths: `upernet` vs `codegen`." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files: `depth_anything` vs `vision_encoder_decoder`." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder model paths: `depth_anything` vs `speech_encoder_decoder`." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations: `depth_anything` vs `superpoint`." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models: `depth_anything` vs `rwkv`." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths: `depth_anything` vs `dpr`." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models: `vision_encoder_decoder` vs `rwkv`." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and forward paths: `vision_encoder_decoder` vs `speech_encoder_decoder`." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different targets: `vision_encoder_decoder` vs `superpoint`." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: `vision_encoder_decoder` vs `dpr`." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations: `speech_encoder_decoder` vs `superpoint`." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families: `speech_encoder_decoder` vs `rwkv`." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different targets: `speech_encoder_decoder` vs `dpr`." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths: `superpoint` vs `rwkv`." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models: `superpoint` vs `dpr`." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families: `rwkv` vs `dpr`." + } + ] + }, + "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": 26, + "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": "eaeb3588d720c5b9c1ff81fba4c0a732be4daf147a76c2344ce61d8c531177f3", + "component_budget": { + "node_count": 3, + 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They share Transformers scaffolding and auto-registry/docs changes, but they do not target the same underlying bug or the same concrete code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and different feature areas (vision-language vs TTS). The overlap is limited to generic package/auto/docs wiring, not the same code-path fix or mergeable duplicate change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add new models, but they are distinct implementations with different configs, processors, and modeling code. Shared framework registration files are boilerplate, not evidence of a duplicate PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated models with different modalities and conversion/modeling stacks. They only coincide on generic Transformers registry/docs updates." + } + ] + }, + "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": 26, + "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": "ca0a519467367fa4463ac77952e43cef31825cff15ced2c1450a6c139cc97a4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by the general fusion theme, but they implement different layers: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, user-facing fusion change: it integrates fusion through KernelConfig and model loading, whereas PR 44979 is lower-level API scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative of the cluster because it carries the actual end-to-end feature path and example usage, not just the foundational abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Shared fusion terminology only; 44979 introduces a generic module-fusion abstraction, while 45363 implements n-to-1 kernel fusion via KernelConfig. Different codepaths and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "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": "e4b09921fbd903264421cb93d27be802f0a555057ef67a6b39d52916d977fbf2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with nearly identical patching in tokenization_utils_tokenizers.py; 45317 is the more complete follow-up because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also includes test coverage and a fuller description of the failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the same concrete bug with the same code change and adds regression tests, making it the most complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is effectively a more complete version of the first, not a different 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": 19, + "component_count": 26, + "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": "0f391692af5dbc1ecc3bf2ba6b4facc91f3010566429ccd62db5d593d3cadd67", + "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 workstreams, but not the same PR: one is a conversion/refactor precursor and the other is the broader model split and documentation/update PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better cluster representative because it is the broader, more complete NemotronH change set: it adds the dense/sparse model split, backward-compat dispatcher, auto-mapping updates, and docs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall PR here since it covers the final architecture change rather than just conversion-mapping and inheritance plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: 45115 is mainly a conversion-mapping/refactor PR for NemotronH \u2192 GraniteMoeHybrid-style renames, while 45569 introduces the larger dense/sparse model split and related docs/auto/model updates. They share files but 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": 20, + "component_count": 26, + "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": "82de9d926dd0b95ec942bbab811906d3f53cc765efb294ef4a34db30aa370028", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, and the other adds heterogeneous modeling/cache support. They overlap in config plumbing, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache, masking, modeling, and tests, so it best represents the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest representative because it covers the larger end-to-end heterogeneous model support, while #45333 is a narrower config-only prerequisite-like change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicates: #45333 is config-only support, while #45332 extends into modeling/cache behavior. They share infrastructure, but they do not fix the same concrete code-path problem 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": 21, + "component_count": 26, + "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": "96ce0a3cc51890725c59707c00a06058850de669b1c48043d5c1a9abe69f6736", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-focused pull requests, but they are not the same change: PR 45415 is a broad repository-wide typing sweep, while PR 45425 adds specific typing protocols/aliases for modeling_utils and related integrations. They should not be deduplicated or merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the more concrete, self-contained change set: it introduces specific typing helpers and updates the affected code paths. PR 45415 is a much broader typing cleanup across many files, so it is not a good canonical representative for this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: the overlap is only thematic and file-level, not the same underlying bug or change. 45415 is a broad type-checking sweep across many modules, whereas 45425 adds targeted typing abstractions for modeling_utils/PEFT-related APIs; they could not plausibly be merged as one PR without losing distinct scope." + } + ] + }, + "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": 26, + "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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "92dc4b913355a9d19ca2f84e5e45dc38ae4b047b526b6f0b9e358c998333d043", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5158, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5158, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: PR 45487 fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP code paths, while PR 45615 only adds XPU test expectations for qianfan_ocr. They do not appear to modify the same underlying behavior.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the better canonical PR because it fixes the concrete runtime bug in model code (moving buffered token type IDs to the correct device) rather than only adjusting tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest representative of the cluster since it contains the substantive fix; PR 45615 is just test-data expansion and does not represent the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different artifacts and different problems: 45487 fixes model-parallel device handling in AltCLIP/ChineseCLIP, while 45615 adds XPU test expectations for qianfan_ocr. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "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": "d6ca49e4c9bbd69afc12e989c45402a52e2b8e3d43cee84edc59831be1b48c01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both EP-related PRs, but they fix different bugs: one is about preserving distributed_config/has_ep during loading, while the other is about preventing expert parameters from being overwritten during distributed sharding/broadcast. Not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it addresses a more concrete EP correctness failure in the actual loading path, while pull_request:45548 is a narrower serialization/loading compatibility fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the best PR to keep as the representative because it fixes a specific, user-visible expert-parallel corruption bug across multiple distributed code paths; pull_request:45548 is related but distinct and more limited in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share EP/modeling_utils context, but the bugs differ: 45548 adds config serialization and a has_ep helper for ZeRO-3 loading, whereas 45662 prevents expert weights from being overwritten during post-shard wrapping/broadcast. 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": "pull_request", + "component_index": 24, + "component_count": 26, + "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": "ae91b9de655d8410a08d866a9a7b1b90f40ac0dc707e7a87871c13f2beb05acd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils; PR 45645 looks like the broader superset that also updates CI log collection, while 45639 is the narrower core fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete implementation of the captured_info/xdist fix: it includes the testing_utils worker-safe output handling and also adjusts CI workflow/log preservation so the new artifact layout is consumed correctly.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the concrete bug fix and the supporting pipeline changes needed for the new multi-file captured_info behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info artifact generation. 45645 appears to subsume 45639 by implementing the same core fix plus CI/log handling updates, so they could plausibly be merged into one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "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": "5bf556c48e00ed86e4c03ceb7e01f11cf4b18f29c45b12a017e905cb44e456f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 45683 adds audio-module skips for multimodal quantization crashes, while 45734 fixes skip_modules semantics so auto-detected defaults remain skipped and adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45734 is the stronger standalone fix: it patches the skip_modules regression, includes tests, and has the explicit issue link; 45683 addresses a different audio-specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared file and issue target are incidental; 45683 skips audio_tower/embed_audio to avoid a uint8 crash, whereas 45734 changes the skip_modules/default-skip control flow to keep lm_head and tied embeddings excluded and prevent a bitsandbytes AssertionError. Different bugs and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "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 + } + ] +} diff --git a/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/manifest.json b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7ea5021d502370e5e79f966a6d827c0ffe288ff7 --- /dev/null +++ b/snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260503t120038z", + "artifacts": { + "hybrid": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-03T12:08:42Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260503T120038Z", + "variant": "hybrid" +} diff --git a/snapshots/20260503T120038Z/manifest.json b/snapshots/20260503T120038Z/manifest.json index fda15d2414009f9a226d861875cc8e68b019d129..a7715a2ab8352ec0267c5a11270b7b1438ba395f 100644 --- a/snapshots/20260503T120038Z/manifest.json +++ b/snapshots/20260503T120038Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 142 }, "extracted_at": "2026-05-03T12:00:38Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260503t120038z", + "runs": { + "hybrid-model-20260503t120038z": { + "analysis_id": "hybrid-model-20260503t120038z", + "artifacts": { + "hybrid": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260503T120038Z/analysis-runs/hybrid-model-20260503t120038z/manifest.json", + "model": null, + "published_at": "2026-05-03T12:08:42Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260503T120038Z", "watermark": {