diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index bedba35a05b8028f194872ec5234f8f017f3429c..22f0754fc8b981c3ccb9fd4290330fecc8704481 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": "20260501T120032Z", - "generated_at": "2026-05-01T12:02:56Z", + "snapshot_id": "20260501T180051Z", + "generated_at": "2026-05-01T18:08:42Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,204 @@ } ] }, + { + "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.", @@ -1372,6 +1570,56 @@ } ] }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1564,81 +1812,6 @@ } ] }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1945,13 +2118,14 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43656-2", + "cluster_id": "cluster-43656-4", "canonical_pr_number": 43656, "duplicate_pr_numbers": [ + 43836, 43842 ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "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", @@ -2005,13 +2179,22 @@ ], "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-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-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", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index fe7212f55352ff2fb4cbc9eebb2f0c8823ff8a4f..165313201537a6a731b2efe5f2c4d3790a8a8845 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": "20260501T120032Z", - "generated_at": "2026-05-01T12:02:56Z", + "snapshot_id": "20260501T180051Z", + "generated_at": "2026-05-01T18:08:42Z", "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": [ @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "b2b4497bbd41fdc39c6dab4d9500b9944ca443294a6d925e643ce74d380dfdb1", + "prepared_review_unit_hash": "e0a3f59e80b7734e138b609915d6e38cb7c1c6f2505843c600ec3ee6c76e5f9b", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are not true duplicates: one is about Tapas tokenization parity, one about a private-model auth/download error message, and one about failing to load bert-base-uncased. The only plausible commonality is model-loading/download friction, but the concrete failures differ.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #16618 is the broadest and most central model-loading failure in this set, with the most discussion, so it is the best representative if one issue must anchor the cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 best captures the cluster\u2019s general theme of model loading problems and is the most likely target for cross-references or triage, even though it is not a duplicate of the others.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization parity with TensorFlow is a different code-path problem from failing to load bert-base-uncased; same library area, but not the same bug." + "reason": "Different problem domains: tokenizer behavior vs failing to load a model. No evidence they describe the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is a bad error message when downloading a private model without login, the other is a model load failure for a specific public model; related subsystem, but not the same underlying issue." + "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." } ] }, @@ -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": [ @@ -177,8 +177,8 @@ "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44292|issue:44918", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -206,14 +206,14 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "58b88e8edbc20920314b52a9d588e47a1c6da9ebae85ea7ad4c827ee5186d42f", + "prepared_review_unit_hash": "74c4f26a75b997380c093e969a91731cf72f36ba3bedaae2ce731535e47141cd", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, @@ -228,360 +228,384 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; the only clear duplicate edge is the ZeRO-3/BertModel index-0 failure pair. Most other high-similarity pairs are superficial symptom matches across different models, backends, or code paths.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3/BertModel empty-index failure; issue:43638 appears to be the same bug with a slightly different repro.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best canonical issue for this set because it most directly captures the recurring ZeRO-3/BertModel index-0 bug and is the cleanest duplicate anchor.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backend issues: AMD GPU failure vs MPS Int histogram op missing." + "reason": "Unrelated hardware/runtime issues on different backends and code paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and failure modes; dtype mismatch vs AMD GPU runtime failure." + "reason": "Different bug class: image-preprocessor dtype mismatch vs AMD GPU model failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is a different bug than the AMD GPU startup failure." + "reason": "Both are dtype/backend complaints, but they are not the same concrete failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: GPU/backend crash vs invalid method call." + "reason": "Different models and symptoms; no shared code-path bug is evident." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and distinct runtime errors." + "reason": "Different model/runtime errors; not the same underlying bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs FP8 config load failure; different bugs." + "reason": "Different models and failure modes; no common concrete fix." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different problem areas: export tooling vs auto device-mapping assert." + "reason": "ONNX export bug vs CUDA assert under device mapping are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed v5 references." + "reason": "Both are docs regressions from v5 removals, but they cover different removed references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue is unrelated to GenerationMixin import failure." + "reason": "ONNX export issue vs import-path breakage are distinct problems." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same broad index-error theme, but the specific repros and code paths differ too much." + "reason": "Different symptoms: ZeRO-3 index error vs mask-shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/Bert empty-index failure vs a generic mask/tensor shape mismatch; not clearly the same bug." + "reason": "Same generic index-style failure surface is not enough; the concrete bugs differ." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index shape error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Mask-shape mismatch and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different training/runtime paths and different underlying failures." + "reason": "Different training-time errors with no shared concrete root cause." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug is unrelated to the index/mask error." + "reason": "Tokenizer-mapping helper failure vs mask/tensor shape error are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset handling is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor preset handling vs ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is a Bert empty-index crash." + "reason": "Both mention DeepSpeed, but the concrete bugs differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BertModel index-0 empty-tensor failure; 43638 is effectively a rephrased report of the same bug." + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern, with only model naming differing." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA save/load mismatch are different issues." + "reason": "Both involve text generation correctness, but the detokenization and LoRA merge issues are different." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy path is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger cross-entropy call path vs GPT-OSS TP support are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/load inconsistency are unrelated." + "reason": "Different model/runtime issues with no shared code path." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is a different failure than the generic mask/index error." + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-shape bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the underlying runtime errors and repros differ." + "reason": "Both are DeepSpeed-related, but they are different runtime failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing issue is unrelated to the trainer signature change." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Different model families and unrelated failure modes." + "reason": "FSDP checkpointing error vs trainer compute_loss signature change are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and distinct bugs: dtype mismatch vs invalid method call." + "reason": "Different model-specific failures and different subsystems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Sliding-window config issue in vLLM is unrelated to the tokenizer regex patch crash." + "reason": "Gemma3/vLLM config regression vs Mistral tokenizer patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is not the same as GPT-OSS TP failure." + "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 error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "TRL SFT embedding unpacking vs GPT-OSS TP support are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP recompute mismatch and Qwen3 auto device-map cuda assert are different bugs." + "reason": "Different distributed-training and device-mapping problems." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different backends and different failures: dtype mismatch vs MPS unsupported op." + "reason": "Different model/backend issues with no shared root cause." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Different model families and code paths; tracing grouped_mm vs image-preprocessor dtype mismatch." + "reason": "Grouped_mm tracing failure vs dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Both are Qwen/Phi-family runtime errors, but the concrete bugs are unrelated." + "reason": "Different models and runtime paths; not a duplicate." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are unrelated." + "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." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for removed v5 APIs, but they target different removals." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific errors: dtype mismatch vs StopIteration in video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS int histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL trainer issue vs MPS backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths; both mention loss computation but not the same bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer API signature change are unrelated." + "reason": "DeepSpeed collective mismatch and compute_loss signature mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel behavior has no clear relation to the mask/index mismatch." + "reason": "Liger kernel cross-entropy call is unrelated to mask/index shape errors." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing issue is unrelated to GenerationMixin import failure." + "reason": "Checkpointing/FSDP issue vs import error are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3/index errors, but they involve different models and are not the same concrete bug." + "accept": true, + "reason": "Same underlying ZeRO-3 index-out-of-bounds bug, just shown on different model classes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs regressions: return_all_scores wording vs removed run command." + "reason": "Docs mention different removed/changed APIs and are not the same issue." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Different model regressions: Gemma3/vLLM config vs Qwen3 device mapping assert." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption is not the same as an implementation failing to load checkpoints." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Checkpoint corruption and NemotronH load failure are different bugs." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test loading failure and corrupted checkpoint are different bugs." + "reason": "Unit-test model loading failure vs corrupted checkpoint are not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different index/mask shape errors and different repro contexts." + "reason": "Both are index-related errors, but the actual tensor/shape failures differ." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model families and concrete failures differ." + "reason": "Different Qwen/Gemma sliding-window regressions with distinct code paths." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic config-field breakage are unrelated." + "reason": "Torch-version incompatibility vs pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a crash in transformers chat and the other is a streaming API failure." + "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight tying and Ovis2 checkpoint corruption are unrelated." + "reason": "Mistral3 weight-tying bug vs corrupted checkpoint are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure is unrelated to the pydantic PretrainedConfig regression." + "reason": "Whisper load failure vs pydantic config breakage are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference on Qwen3.5 and an MPS Int op limitation are unrelated." + "reason": "Different model/runtime and backend-specific failures." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing error and MPS histogram support issue are unrelated." + "reason": "Torch dynamo tracing grouped_mm issue vs MPS histogram limitation are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different runtime failures on different models; grouped_mm tracing vs autocast dtype mismatch." + "reason": "Different dtype/tracing failures with no shared concrete bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure is unrelated to the Gemma3 sliding_window_pattern regression." + "reason": "Import error vs Gemma3/vLLM config error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to the template compilation error." + "reason": "Processor failure and template-node compilation error are different problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they arise in different model/loading paths and are not the same bug." + "reason": "Both are runtime shape/index issues, but the concrete failures are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The canonical choice of issue:43596 over issue:43638 is supported by the near-duplicate DeepSpeed ZeRO-3/Bert index-0 titles, and the rest of the soft-edge rejections are cautious given the clearly different models/backends/code paths in the packet. I did not see any overstated duplicate claims." + "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." }, "evaluator_used": true, "retried": false, @@ -597,8 +621,8 @@ "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": [ @@ -686,20 +710,20 @@ "issue:43866|issue:44403", "issue:41553|issue:43883" ], - "prepared_review_unit_hash": "fde77ef4f8b30eb45cf3dcdbe180c100d5b5d6768139f94378d616a0b888d7e4", + "prepared_review_unit_hash": "197bed03fc9141033c64dd79d0234dbf7fb27cf0b22cb07b9418fbf54d838c3c", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37182, + "serialized_chars": 37181, "estimated_input_tokens": 9296, "estimated_eval_tokens": 18848 }, @@ -708,216 +732,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated Transformers bug reports; the only clear duplicate cluster is the 5.x non-persistent buffer corruption regression.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43950 is the clearest root report for the non-persistent-buffer regression, and it matches the duplicate phrasing in issue:43644 and issue:44534.", + "summary": "Most candidate pairs are unrelated. The only clear duplicate set is the Transformers v5 non-persistent-buffer corruption regression, where 43950 is the broadest report and 43644/44534 are narrower variants.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest umbrella report for the non-persistent-buffer corruption regression in Transformers v5; it directly states the bug and subsumes the narrower duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it names the concrete 5.x regression most directly and is the most likely anchor for duplicate consolidation.", + "best_issue_reason": "issue:43950 is the best representative issue for the cluster because it names the regression clearly and broadly, while the other accepted duplicates are narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: vLLM/PaddleOCR-VL load failure vs GGUF architecture support request." + "reason": "Different problems: model loading failure in vLLM vs GGUF architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Unrelated config regression vs pydantic-model field breakage." + "reason": "Different fields and failures: missing pad_token_idx vs Pydantic PretrainedConfig handling." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different failure modes: int4 OOM vs tied-weights handling on translation models." + "reason": "Different code paths: int4 quantization memory growth vs tied-weights behavior." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing error is not the same as GPT-OSS tensor-parallel support." + "reason": "Different MoE/tracing vs tensor-parallel execution failures; not the same bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both mention dtype/runtime issues, but the models and code paths differ completely." + "reason": "Autocast dtype mismatch is unrelated to streaming chat/completions API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights constructor-arg breakage is separate from the PretrainedConfig/pydantic field issue." + "reason": "Unexpected init_empty_weights argument is a separate initialization bug from the Pydantic model-field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Architecture support for GPT-OSS GGUF is unrelated to Qwen3.5 streaming inference failures." + "reason": "GGUF architecture support and streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is not the same as the pydantic PretrainedConfig regression." + "reason": "Qwen3-MoE sliding_window handling is not the same as the PretrainedConfig/Pydantic regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3TextConfig sliding_window_pattern error and MobileLLM key error are distinct model-loading bugs." + "reason": "Different models and errors: Gemma3 sliding_window_pattern vs MobileLLM load key error." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2 quality, but one is embedding degradation and the other is bad AutoModel/pipeline outputs." + "reason": "Both are SigLIP2-related, but one is degraded embedding quality while the other is a pipeline/AutoModel correctness issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and zero3 index error are different tensor/indexing failures." + "reason": "Shape-mismatch indexing error and zero3/BertModel out-of-bounds error are different failures." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different concrete bugs: torch tracing grouped_mm vs missing Float8 storage type." + "reason": "Torch tracing grouped_mm failure is unrelated to missing Float8 storage support." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-quality reports." + "reason": "Perplexity regression on gpt-oss is unrelated to the GLM5 issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but the titles point to different root causes; not enough to treat as the same bug." + "reason": "Both involve loading custom modules, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not enough to call them the same bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch is separate from Qwen3.5 embedding unpacking with TRL." + "reason": "Image preprocessor/model dtype mismatch is separate from TRL embedding unpacking failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight assertion and TRL embedding unpacking are unrelated." + "reason": "FSDP 2-D weight error is unrelated to TRL SFT embedding unpacking." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "LM head tying bug in Mistral3 is not the same as translation-model tied-weights issues in v5." + "reason": "Both mention tied weights, but they affect different models and code paths; not the same concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model init regression is unrelated to flash-attn fallback blocking." + "reason": "Notebook custom-model initialization and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5. models issue is unrelated to tied-weights handling." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation-model issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-specific bug." + "reason": "Checkpoint loading for NemotronH is unrelated to tied-weights regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and documentation cleanup are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to docs still mentioning a removed command." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is separate from flash-attn fallback selection." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." + "reason": "Quantization offloading behavior is not the same bug as tied weights on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and removed CLI docs are unrelated documentation issues." + "reason": "A typo in cache strategies and outdated docs are separate documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method are different model/trainer bugs." + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid-method call are different code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and NVFP4 runtime error are unrelated." + "reason": "Detokenization bug and Qwen-3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: 5.x non-persistent buffers being filled with junk/corrupted." + "reason": "Same regression: Transformers v5 corrupts non-persistent buffers; 44534 is a rewording of the same underlying bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug: non-persistent buffers are corrupted during from_pretrained in 5.x." + "reason": "Same underlying v5 regression: non-persistent buffers are filled with junk/corrupted on load." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 model runtime error and GraniteMoEHybrid invalid method are not the same code path." + "reason": "Different model/runtime failures with no shared concrete code path." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example breakage is unrelated to SigLIP2 embedding quality complaints." + "reason": "SigLIP2 docs example errors and poor embedding quality are related only at a broad model level, not the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different symptoms and causes: autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids." + "reason": "Both mention dtype/BF16 issues, but one is an autocast mismatch and the other is an RLHF gradient explosion caused by position_ids behavior." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loading noise are not the same underlying bug." + "reason": "Corrupted checkpoint loading and noisy transformer loading are not the same issue." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated issues." + "reason": "Bad AutoTokenizer error messaging is unrelated to the missing all_tied_weights_keys attribute." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the 43950/43644/44534 non-persistent-buffer regression is the only clearly supported duplicate cluster, and the other soft-edge pairs are rejected conservatively based on distinct titles and failure modes. No overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate set around 43950/43644/44534 is well supported by the issue titles, and the other soft-edge rejections are cautious and consistent with the distinct problem statements." }, "evaluator_used": true, "retried": false, @@ -933,8 +957,8 @@ "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": [ @@ -1024,20 +1048,20 @@ "issue:42915|issue:43872", "issue:41553|issue:44488" ], - "prepared_review_unit_hash": "11f28d0b049e4573edceb8668e99113b61d89c2d7312deff7110ef4b58f7d619", + "prepared_review_unit_hash": "9b0caf7690518cbe9b906fe2f653e8d45a86eaf59efab62c5393258d7b3a62d9", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37864, + "serialized_chars": 37862, "estimated_input_tokens": 9466, "estimated_eval_tokens": 19188 }, @@ -1046,237 +1070,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive thematic matches: the cluster spans many unrelated model-loading, quantization, tokenizer, and docs issues. Only the v5 docs cleanup pair looks like a true duplicate; the rest are too model- or code-path-specific to merge safely.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set ('recent transformers versions break models using remote_code') and is the best representative of the shared regression theme, though the cluster is still quite heterogeneous.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most suitable anchor issue because it is open, broad, and centrally covers the main compatibility-regression pattern seen across several items.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: CustomTrainer loss signature mismatch vs Gemma3 ZeRO-3 loading IndexError." + "reason": "Unrelated bugs: trainer API signature mismatch vs Gemma3 ZeRO-3 load failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are low-level dtype/storage errors, but they point to different incompatibilities (_is_hf_initialized vs missing Float8 storage) and different code paths." + "reason": "Different low-level failures: bitsandbytes kwarg incompatibility vs missing Float8 storage type." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality complaint vs tokenizer/version-induced tokenization change; not the same concrete bug." + "reason": "Both involve model behavior/tokenization, but one is embedding quality and the other is a tokenizer-version regression." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is embedding quality regression; insufficient evidence of one root cause." + "reason": "Same model family, but the symptoms are different and not clearly the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error vs glm-4v-9b load failure." + "reason": "Different targets and failure modes: Voxtral AutoTokenizer error vs glm-4v-9b loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/perf, but one is gradient checkpointing with LoRA and the other is int4 quantization CUDA reserved memory; different bugs." + "reason": "LoRA gradient checkpointing issue vs int4 quantization memory/OOM regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is general embedding degradation and the other is HF-vs-JAX implementation discrepancy; not clearly the same fix." + "reason": "Both are SigLIP2-related, but one reports embedding quality and the other a HF-vs-JAX discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Loading noise/logging issue vs a hard model loading failure for ScandiBERT." + "reason": "Generic loading-noise report vs a specific model-loading failure for ScandiBERT." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and code paths: glm-4v-9b loading failure vs Molmo tied-weights attribute error." + "reason": "Different models and different failure modes." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization regression vs flash_attn import key error on Python 3.13; unrelated." + "reason": "Tokenizer detokenization bug vs import_utils flash_attn lookup on Python 3.13." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code/config loading, but one is missing fields in AutoConfig and the other is a broad recent-version breakage report; not the same concrete bug." + "reason": "Related broadly to remote_code, but one is missing fields in AutoConfig and the other is a wider regression report." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is excessive noise/logging and the other is a specific tokenizer/model load failure." + "reason": "Generic loading noise vs a specific model-loading failure for sleng-bert." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug vs AMD GPU model execution issue; different subsystems." + "reason": "Tokenizer bug vs AMD GPU runtime incompatibility." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Different problems: ineffective gradient checkpointing vs Qwen3 MoE memory usage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5 LoRA, but one is a cross-version incompatibility and the other is a warning about tie_word_embeddings; different problems." + "reason": "qwen3_moe LoRA compatibility regression vs a warning about tie_word_embeddings; not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 load failure are different model/config regressions." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are separate load paths." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failures: Qwen3VL weight_only error vs GLM5 issue." + "reason": "Qwen3VL weight_only failure vs unrelated GLM5 issue." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "DeepSeek tokenizer regression vs inability to load ScandiBERT; not the same bug." + "reason": "Different tokenizer/model load issues on different models." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for Qwen2_5_VL class vs bitsandbytes Int8Params constructor mismatch; unrelated." + "reason": "Import error for a missing symbol vs bitsandbytes init-kwarg incompatibility." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-template registration bug in add-new-model-like vs remote_code loading regressions; different code paths." + "reason": "Tokenizer-mapping/add-new-model-like bug vs broad remote_code regression; different code paths." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading regression vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regression vs Kimi-K2.5 tokenizer codec regression; different concrete issues." + "reason": "Remote_code loading regressions and a Kimi-K2.5 tokenizer codec regression are different bugs." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup after v5 pipeline removals: both report stale documentation still referencing removed pipeline tasks." + "reason": "Same documentation bug: v5 docs still reference removed pipeline tasks." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn fallback blocked by checks; different bugs." + "reason": "Mistral regex crash vs flash-attn fallback gating; unrelated fixes." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model run failure vs generic fbank feature-extraction issue; possible relation, but not enough evidence of the same root bug." + "reason": "Likely both touch Whisper/audio, but the concrete failures are not clearly the same from the titles alone." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers; unrelated loader regressions." + "reason": "Tied lm_head bug vs non-persistent buffer corruption; distinct loader behaviors." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion issue vs Ovis2 checkpoint corruption; different models and failures." + "reason": "Qwen3 MoE accelerate/deepspeed conversion problem vs Ovis2 checkpoint corruption." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "MobileLLM key error while loading vs flash-attn fallback gating; unrelated." + "reason": "Different model families and different load failures." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE ZeRO-3/FP8 load failure is a specific model/config issue, not the broader remote_code regression." + "reason": "Qwen3 MoE FP8 failure is specific; 45020 is a broader remote_code regression umbrella." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading problems, but different models and failure modes." + "reason": "Different model/tokenizer targets and different failure types." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Model-specific loading key error vs general remote_code regression; different scopes and causes." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 language_model load failure; similar theme but not enough evidence of one bug." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": false, - "reason": "bitsandbytes Int8Params constructor mismatch vs init_empty_weights/_is_hf_initialized error; both adapter/loading related but different incompatibilities." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "GLM-4.7-Flash unit-test load problem vs NemotronH checkpoint loading failure; different models and issues." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "Qwen3 MoE loading issue vs bitsandbytes constructor incompatibility; unrelated." + "reason": "Specific key error for MobileLLM loading vs broad remote_code regression." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral vs failure to load cjvt/sleng-bert; different models and bugs." + "reason": "Different model-specific loading errors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s broad mix of unrelated loading/tokenizer/quantization/docs issues, and the only accepted soft-edge pair (issue:43827 with issue:44509) is well-supported by the titles as docs cleanup around removed pipeline tasks. No obvious overstatement." + "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." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1289,8 +1289,8 @@ "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": [ @@ -1376,227 +1376,230 @@ "issue:38175|issue:39692", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "95afaa823216ad8348eb215623944f26ff0380adc8dbd3d4b5c75d500639e9e5", + "prepared_review_unit_hash": "a70827533445902e88b2eeb263ee9bce1ae9480756cec898c0f283779fc09aa7", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37222, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose similarity set of unrelated transformer bugs; none of the soft pairs look like the same underlying issue strongly enough to merge. The clearest duplicate-looking subgroup is the Transformers v5 non-persistent-buffer regression, centered around issue 44534.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 44534 is the most canonical representative of the shared regression theme: it is concise, broadly phrased, and matches the closely related non-persistent-buffer loading reports in the cluster.", + "summary": "Mostly unrelated issue cluster, with three clear duplicate/regression pairs: the Transformers v5 non-persistent-buffer regression, the mask-shape IndexError pair, and the custom-model init pair. The SigLIP2 pair (issue:38175 vs issue:43994) is only weakly related by model family and bad outputs, so it should not be treated as a true duplicate. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it states the Transformers 5.0.0 non-persistent-buffer regression most directly and matches issue:44534 as a near-exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the best issue anchor because it captures the broadest version of the recurring Transformers v5 buffer-loading regression without overfitting to one model or workaround.", + "best_issue_reason": "issue:43644 is the best overall issue anchor: it is concrete, clearly scoped, and has the strongest confirmed duplicate signal in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention AttributeError on s_aux=None." + "reason": "Different failures: Qwen3.5 SDPA/BF16 gradient explosion vs flash-attention crashing on s_aux=None." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is about MOE weight conversion during loading and the other about gradient averaging with model_accepts_loss_kwargs." + "reason": "Different code paths: Qwen3 MoE loading/LORA incompatibility vs DeepSpeed gradient averaging bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated bugs: a trainer API signature change versus a mask/tensor shape mismatch." + "reason": "Different bugs: custom trainer keyword mismatch vs mask/tensor shape mismatch." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error text pattern, but the reports do not establish the same code path or root cause." + "accept": true, + "reason": "Same underlying IndexError pattern: the mask-shape mismatch error message and failure mode align closely." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Completely different areas: bitsandbytes init incompatibility vs CLIPTokenizer model_max_length." + "reason": "Unrelated: bitsandbytes constructor incompatibility vs CLIPTokenizer max_length issue." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Related video/model families, but the concrete failures differ and do not clearly share one fixable code path." + "reason": "Both involve video, but the affected models and failure modes differ too much to be the same bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model-loading bugs: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Different problems: Qwen3.5 PagedAttentionCache failure vs NemotronH checkpoint loading support." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "No common underlying bug: DeepSpeed training weight shape error vs image processor void-segmentation-map handling." + "reason": "Completely different subsystems: DeepSpeed training weight-shape error vs image processor segmentation-map handling." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF architecture support request vs a dtype mismatch in Phi-tiny-MoE under autocast." + "reason": "Unrelated: GGUF architecture support request vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both mention incorrect inference behavior, but one is an AudioFlamingo3 batching leak and the other is Whisper empty-transcription generation." + "reason": "Different audio-generation bugs: batched embedding/token leak vs Whisper empty-transcription handling." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "No match: GGUF gpt-oss support request vs a Qwen3-MoE sliding_window bug." + "reason": "Different topics: gpt-oss GGUF support vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different subsystems and symptoms: torch.compile+SDPA crash in Bamba vs Qwen3.5 flash-attention illegal memory access from position_ids handling." + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_id bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Both are model-specific regressions, but one is a video StopIteration issue and the other is an MPS histogram Int implementation error in MOE." + "reason": "Different bugs: Qwen video StopIteration vs MPS histogram op missing for Int." }, { "left": "issue:43645", "right": "issue:43646", - "accept": false, - "reason": "Closely related 5.x custom-model initialization regressions, but not the same concrete failure mode." + "accept": true, + "reason": "Same regression family: both report Transformers 5.0.0 breaking custom model initialization, with one notebook-specific variant." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different load/import failures: missing Qwen2_5_VLForConditionalGeneration export vs meta-device loading breakage." + "reason": "Different loading issues: missing Qwen2.5-VL import vs meta-device loading failures across some models." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Shared Transformers v5 context, but one is non-persistent-buffer corruption and the other is a Qwen2.5-VL rope-index scaling bug." + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope indexing scaling." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 failure vs meta-device loading regression." + "reason": "Different failures: Qwen3Moe FP8 config handling vs meta-device loading behavior." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF support request vs missing Float8 storage type when loading." + "reason": "Unrelated: GGUF support request vs missing Float8 storage type." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are video/embedding related, but the failures are different and not clearly the same bug." + "reason": "Both mention Qwen video/input handling, but the specific bug and code path are different." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No overlap beyond broad model-loading/runtime trouble; not the same bug." + "reason": "Different areas: 3d_parallel.py execution failure vs GGUF architecture support." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one report is zero probabilities and the other nonsensical AutoModel/pipeline output." + "reason": "Weakly related SigLIP2 family reports with bad outputs, but not enough evidence for the same concrete bug/regression." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Related regression family, but one is custom model initialization while the other is non-persistent buffer corruption." + "reason": "Different regressions: custom model initialization vs from_pretrained corrupting non-persistent buffers." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different import/runtime problems: GenerationMixin import breakage vs Qwen3Moe FP8 loading failure." + "reason": "Unrelated import error vs Qwen3Moe FP8 configuration failure." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different video/embedding issue vs generic mask-shape IndexError; no shared concrete code path." + "reason": "Different bugs: Qwen video StopIteration vs generic mask-shape IndexError." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config validation problems for different model families." + "reason": "Both are config-loading failures, but they appear to be separate validation issues for different model families." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: zero-sized Bert model indexing under ZeRO-3 vs tokenizer mapping name validation." + "reason": "Different bugs: DeepSpeed zero3 Bert index error vs tokenizer-mapping restriction in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "No shared underlying bug: ZeRO-3 index error vs tokenizer mapping validation." + "reason": "Different root causes: zero-sized tensor index error vs tokenizer-mapping restriction." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are loading/memory related, but one is dequantized model offload and the other is mmap OOM on Strix Halo." + "reason": "Different issues: dequantized model offload failure vs mmap/OOM concern on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", - "accept": false, - "reason": "These look related, but the titles are not identical enough to assert the same bug without the underlying traceback; keep separate." + "accept": true, + "reason": "Same exact bug: both report Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is runtime zero-probability behavior and the other is documentation/example errors." + "reason": "Related model family, but one is bad outputs and the other is a docs example/model-processor mismatch plus quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different compatibility issues: qwen3_moe LoRA loading across versions vs BitNet packed-weight loading with accelerate." + "reason": "Different problems: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but it overstates one soft-edge pair. The pair issue:38175 vs issue:43994 is only weakly supported by the packet metadata (same SigLIP2 model family and bad outputs), but not enough to call it a likely duplicate/clear regression pair. Please downgrade that to a tentative related-issues call rather than a true accept. The Transformers v5 non-persistent-buffer pair and the mask-shape IndexError pair are well supported, and 'no PRs are present' is accurate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1608,8 +1611,8 @@ "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": [ @@ -1688,22 +1691,22 @@ "issue:44402|issue:44488", "issue:41720|issue:44155", "issue:39692|issue:44960", - "issue:43335|issue:45663", "issue:43425|issue:43957", + "issue:43335|issue:45663", "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "748fcd26268cc9a7649eca2f84597e0b5a4c9905ef075ecae50418683ed847bb", + "prepared_review_unit_hash": "57def769801e3deac25f0e5a7aff7d45ca4f7aac4f65e4ea77c77edb846e7bb2", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, @@ -1718,186 +1721,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose mixed cluster of Transformers issues, mostly about recent model-loading / generation regressions and a few version-specific architecture bugs. Only two duplicate-like pairs look strong enough to merge; the rest are similar only at a broad subsystem level.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43404 is the clearest concrete bug report in the set: a missing lm_head weight-tying regression in Mistral3ForConditionalGeneration, with issue:43454 looking like the same underlying failure on AyaVision.", + "summary": "This cluster mostly breaks into a few small, related duplicate-like pairs rather than one single bug. The clearest matches are tokenizer-loading regressions on similar BERT models and a resize_token_embeddings propagation bug across Gemma/T5-style models; most other pairs are distinct model-specific failures.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44488 is the best representative of the tokenizer-loading subcluster: it has broad wording, substantial discussion, and overlaps with the similar load-failure reports for related models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43404 is the best standalone issue here: it has a specific code-path, clear user-visible failure, and a clean fix surface that can plausibly cover the related AyaVision report too.", + "best_issue_reason": "issue:44488 is the strongest global issue choice because it covers the broadest recurring failure mode among the accepted edges and has the most discussion/reflection of the underlying regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is ZeRO-3 load failure and the other is save_pretrained visual-encoder key regression; different code paths." + "reason": "Both are Qwen3.5-related, but one is a save_pretrained key regression and the other is a ZeRO-3 language_model loading failure; different code paths." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures on related BERT-like models, but the titles don\u2019t \u0581\u0578\u0582\u0575\u0581 a shared concrete bug or fix path." + "accept": true, + "reason": "Both report transformers no longer loading closely related BERT models; this looks like the same tokenizer/model-loading regression." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and failure modes: GLM5 vs Qwen3.5 flash-attention generation bug." + "reason": "Different model families and different flash-attention/generation failures; too little evidence of one shared bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load failures; no evidence of the same underlying issue." + "reason": "Distinct model-loading problems on different architectures (GLM-4.7-Flash vs Qwen3-VL shape mismatch)." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint step accounting and SGD argument handling are separate bugs." + "reason": "Unrelated training-resume step \u0917\u0923ation bug vs optimizer argument handling." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both are regressions, but one is Qwen3 MoE version compatibility and the other is Gemma4 embedding resize propagation." + "reason": "Qwen3 MoE hf4.x/hf5.x checkpoint compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is a device-map CUDA assert and the other is a FineGrainedFP8Config failure." + "reason": "Both involve Qwen3, but one is auto device mapping/cuda assert and the other is FineGrainedFP8Config; different failures." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading with quantization." + "reason": "One is Qwen3 MoE training memory usage; the other is a quantization offloading issue." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." + "reason": "Different model/load paths: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash loading." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3MoE FP8 failure vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is incorrect inference output; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are tokenizer/model loading failures for similar non-English BERT-style models under recent transformers versions." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Checkpoint compatibility / LoRA loading is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping registration bug vs compiled flex_attention / torch>=2.9 failure; different subsystems." + "reason": "Different subsystems: tokenizer-mapping add-new-model-like vs compiled flex_attention on new torch versions." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but they affect different initialization/save workflows." + "reason": "Different regressions: buffer initialization junk vs Jupyter custom-model initialization." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related broadly to memory, but not the same bug: Qwen3 MoE training footprint vs int4 quantization reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory OOM." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different products and failures: Qwen3.5 chat crash vs Gemma4 processor missing _tokenizer." + "reason": "Different model families and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is packed-sequence misinterpretation on Qwen3.5 and the other is an s_aux=None AttributeError on sink-less models." + "reason": "Both mention flash_attention, but one is a packed-sequence interpretation bug and the other is an AttributeError on s_aux=None." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x compatibility is not the same as a generic resize_token_embeddings propagation bug." + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings not updating outputs." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Same underlying bug class: lm_head weights not tied, causing bad generation; 43454 looks like the same issue on a different model." + "accept": false, + "reason": "Both mention untied lm_head weights, but they are on different model classes and the exact code path is not clearly shared." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both describe the same resize_token_embeddings propagation bug, with model-specific symptoms around additional embedding/output heads." + "reason": "Both describe resize_token_embeddings failing to propagate to output/decoder embeddings in closely related model implementations." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated regressions." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are distinct loader/saver bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different serialization/init regressions." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are load problems, but one is a tokenizer vocab mismatch and the other is an unspecified model-loading failure." + "reason": "Tokenizer vocab-size mismatch for one model is a different issue from loading unrelated BERT models." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + "reason": "Qwen3 device-mapping crashes are unrelated to AudioFlamingo3 batch inference token/embedding leakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/example issues are unrelated to GLM5." + "reason": "SigLIP2 doc/example errors are unrelated to the GLM5 issue." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Sparse-layer config creation and FSDP2 shared_kv_states rebuild are different model bugs." + "reason": "Torch 2.10 incompatibility and meta-device loading failures are distinct regressions." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading regressions are separate incompatibilities." + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states errors are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading/quantization behavior and int4 reserved-memory growth are related only at a high level, not the same concrete bug." + "reason": "Quantization offloading problems and increased reserved memory under int4 are related broadly, but not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes: quantization memory regression vs mmap on Strix Halo." + "reason": "Int4 reserved-memory OOM and mmap-on-Strix-Halo OOM are different causes and fixes." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash test loading vs Qwen3.5 save_pretrained regression." + "reason": "GLM-4.7-Flash loading in tests is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument mismatch and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected _is_hf_initialized on init_empty_weights is unrelated to mmap/OOM behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles alone (43404/43454 on untied lm_head weights; 45276/45335 on resize_token_embeddings propagation). The remaining rejections are generally cautious and do not overclaim shared root causes beyond broad subsystem similarity." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft edges are conservative: the BERT-like load-failure pairings are plausible from the titles, and the Gemma/T5 resize_token_embeddings pair is clearly aligned. The global/canonical issue choice of issue:44488 is also reasonable given its discussion activity and broad load-failure framing." }, "evaluator_used": true, "retried": false, @@ -1913,8 +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": [ @@ -1972,8 +1999,8 @@ "issue:44743|issue:44960", "issue:45276|issue:45292", "issue:45684|issue:45698", - "issue:42947|issue:43381", "issue:43957|issue:44756", + "issue:42947|issue:43381", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:43646|issue:43708", @@ -1988,8 +2015,8 @@ "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:44479|issue:45663", - "issue:43906|issue:44530", "issue:43931|issue:44863", + "issue:43906|issue:44530", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", @@ -2005,259 +2032,259 @@ "issue:39404|issue:44671", "issue:43425|issue:44918" ], - "prepared_review_unit_hash": "260c9ce7432bbc0d3e3806ec8b515f1ad87e22aa28baf7a7bc7783fafe3b2f30", + "prepared_review_unit_hash": "796705ed1e7a6b86cfc3ba9dbe61926340fdeecf915407d8fa93c3d5ea799bd6", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38409, - "estimated_input_tokens": 9603, - "estimated_eval_tokens": 19462 + "serialized_chars": 38407, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one clear duplicate subcluster around `resize_token_embeddings` not updating output embeddings. Most other soft pairs are related only at the subsystem level and should stay separate.", + "summary": "The cluster is mostly unrelated false positives. The only supported duplicate family is resize_token_embeddings, centered on the generic output_embeddings issue and its Gemma4/t5gemma variants.", "confidence": 0.94, - "canonical_issue_reason": "`issue:45292` is the most general phrasing of the `resize_token_embeddings` bug and cleanly covers the Gemma4- and t5gemma-specific reports.", + "canonical_issue_reason": "Issue 45292 is the most generic representative of the resize_token_embeddings regression family, specifically the missing propagation to output_embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best representative of the only strong duplicate set in the cluster because it states the shared failure mode without model-specific narrowing.", + "best_issue_reason": "45292 is the best anchor for the true duplicate set because it describes the shared resize_token_embeddings/output_embeddings failure most broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading failures, but they involve different models and different failure modes." + "reason": "Different loading/quantization failures; not the same bug." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Same broad MoE/cache area, but no evidence they describe the same recurrent-state bug." + "reason": "Recurrent-state reset bug vs a generic GLM5 issue; no concrete overlap." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the model's output embeddings / tied embedding structures." + "reason": "Same resize_token_embeddings bug family; 45292 is the generic output_embeddings manifestation." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is a permissions problem and the other is wrong module resolution." + "reason": "Permissions propagation and wrong-module loading are different save/load issues." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is an eval-mode restriction." + "reason": "Meta-device loading regression vs mmap/OOM avoidance are unrelated." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Unrelated failures: meta-device loading versus mmap/OOM behavior." + "reason": "Different gradient-checkpointing problems with different symptoms and code paths." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different problems: eval-mode checkpointing versus RLHF NaN explosion from 3D position ids." + "reason": "Eval-mode checkpointing restriction is unrelated to the Qwen3.5 SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` serialization is unrelated to Strix Halo mmap/OOM." + "reason": "extra_state serialization bug vs mmap/OOM issue are not the same." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step calculation." + "reason": "Custom model init failure is unrelated to Trainer resume_from_checkpoint max_steps math." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash-attention `s_aux=None` crash versus Gemma4 FSDP2 shared-state rebuild." + "reason": "Flash-attention s_aux=None crash and Gemma-4 shared_kv_states KeyError differ in code path and cause." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading are separate bugs." + "reason": "Video-input regression vs strict config loading are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same duplicate family: `resize_token_embeddings` failing to update the output/decoder embeddings." + "reason": "Same resize_token_embeddings propagation bug, with 45335 as the t5gemma decoder.embed_tokens variant." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch and model-loading failure are not the same concrete bug." + "reason": "Tokenizer vocab-size mismatch and general model-loading failure are different bugs." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and `extra_state` save/load handling are distinct issues." + "reason": "Jupyter custom-model init issue is unrelated to extra_state handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model-loading bugs affecting different architectures and failure points." + "reason": "Different model-loading failures affecting different models and mechanisms." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch is not the same as meta-device loading breakage." + "reason": "Autocast dtype mismatch is unrelated to torch.device(\"meta\") loading breakage." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad; the other is a specific dtype mismatch under autocast." + "reason": "Torch version incompatibility is a separate issue from the dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap/OOM on Strix Halo." + "reason": "Float8 storage lookup error is not the same as disabling mmap to avoid OOM." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline language return and tokenizer-version drift are unrelated." + "reason": "Whisper pipeline behavior and tokenization changes are unrelated." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Video-input regression and Gemma4 FSDP2 KeyError are different bugs." + "reason": "Video regression in Qwen models is unrelated to Gemma-4 attention-state rebuilding." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "A reproduction of another issue is not enough to treat this as the same bug as the Qwen3.5 cache crash." + "reason": "Both are loading failures, but for different models and failure modes." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL and NemotronH checkpoint loading are different failures." + "reason": "Isolated reproduction vs PagedAttentionCache crash are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformer 5 regressions around custom models, but the reported breakages are different." + "reason": "base_model_prefix loading regression differs from custom model initialization." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility and image-preprocessor dtype mismatch are unrelated." + "reason": "Torch compatibility issue is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 linear-attention cache crash is unrelated to template-node compilation failure." + "reason": "PagedAttentionCache crash and non-template node compilation error are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language pipeline bug is unrelated to quantization fallback." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they refer to different deprecated/changed pipeline APIs." + "reason": "Both are docs-related, but they concern different deprecated pipeline tasks." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-VL loading regressions with different symptoms and likely different causes." + "reason": "Different Qwen3-VL loading regressions with different symptoms." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 attention state handling are unrelated." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 issues are distinct." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video regression and mask/tensor shape mismatch are not the same bug." + "reason": "Video-input regression and mask-shape IndexError are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver interpolation failure." + "reason": "torch.export failure with compilable checks is unrelated to Perceiver interpolation." }, { "left": "issue:43257", "right": "issue:45663", "accept": false, - "reason": "Accelerate/deepspeed conversion failure and Gemma4 FSDP2 `KeyError` are different problems." + "reason": "Qwen3 MOE loading under accelerate/deepspeed is unrelated to Gemma-4 shared_kv_states rebuilding." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect predictions in a model/pipeline and `ModelOutput` key assignment are different failure modes." + "reason": "Bad model outputs and ModelOutput key assignment are different issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and tokenizer loading failure are not the same issue." + "reason": "CamemBERT prediction regression is unrelated to tokenizer loading." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline bug and CamemBERT prediction bug are unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version compatibility and TRL embedding unpacking are unrelated." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: `issue:45292` is a reasonable canonical representative for the resize_token_embeddings duplicate family, and the two accepted soft edges (`45276`/`45292`, `45292`/`45335`) are conservative and well supported by the titles. The remaining soft-edge rejections stay appropriately cautious rather than overstating similarity." + "accept": false, + "feedback": "The resize_token_embeddings consolidation is grounded, but the summary overstates the evidence by claiming a second near-duplicate pair for custom model initialization in v5. That pair is not accepted anywhere in the soft-edge verdicts and the packet does not support merging it. The rest of the rejections are conservative, but the final summary should mention only the resize_token_embeddings family." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2270,8 +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": [ @@ -2324,8 +2351,8 @@ "issue:45685" ], "soft_pairs": [ - "issue:43856|issue:44756", "issue:43596|issue:44683", + "issue:43856|issue:44756", "issue:44589|issue:45084", "issue:40990|issue:42947", "issue:43425|issue:45685", @@ -2341,8 +2368,8 @@ "issue:43611|issue:43644", "issue:44488|issue:44987", "issue:44206|issue:44220", - "issue:44811|issue:45584", "issue:43716|issue:45084", + "issue:44811|issue:45584", "issue:34567|issue:40444", "issue:43643|issue:44530", "issue:43883|issue:44991", @@ -2358,14 +2385,14 @@ "issue:36032|issue:43645", "issue:44987|issue:44991" ], - "prepared_review_unit_hash": "3096386bb432f83b1874cdf837b0c91b74b160955fc153c82991144295a23679", + "prepared_review_unit_hash": "cf9fde58813cd3a03b9cc4948235d81c4fe97e6a94d358ae2119d77932c8bff1", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, @@ -2380,220 +2407,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports, with a small number of Transformers v5 loading regressions. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading failure.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43452 is the broadest and clearest description of the gguf_file loading regression, and it naturally covers the model-specific follow-up in 43482.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific loading/runtime bugs. The soft pairs share broad themes (tokenizers, loading, memory, Whisper, v5 regressions), but they do not look like the same underlying code-path defect.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43611 is the broadest, most central v5-loading regression in the set and best matches the cluster\u2019s general theme of Transformers 5 breaking model initialization/loading.", "canonical_pr_reason": null, - "best_issue_reason": "43452 is the best representative issue for this cluster because it states the core loading failure in a generic way and can subsume narrower duplicates.", + "best_issue_reason": "Issue 43611 is the best representative because it is a high-level, user-facing regression with a broad scope and multiple neighboring issues in the cluster are also v5 load/init breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory use vs Strix Halo mmap OOM avoidance." + "reason": "Different failures: Deepspeed zero3/BertModel index error vs torch 2.9 flex_attention compile error." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "BertModel/zero3 init IndexError is unrelated to torch>=2.9 flex_attention compilation." + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM avoidance; different bugs/code paths." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error and template-node compile error are different failure modes." + "reason": "Unrelated errors: missing Float8 storage vs template-node compilation failure." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing/LoRA behavior." + "reason": "Both concern bad training outcomes, but one is high perplexity on a model/dataset and the other is gradient checkpointing not being effective with LoRA." }, { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch version incompatibility and an MPS histogram kernel missing for Int are not the same bug." + "reason": "Torch version incompatibility is a general environment issue; the MPS histogram error is a specific backend/kernel limitation." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict vs gguf_file/from_pretrained loading breakage." + "reason": "Tokenizer special-token method conflict vs gguf_file breaking from_pretrained loading are different failure modes." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline failure." + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Generic tokenizer load failure and Mistral regex patch crash are different code paths." + "reason": "Both are tokenizer-loading issues, but one is a model load regression for est-roberta and the other is a Mistral regex-patching crash; not the same bug." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "torch.device(meta) loading problems are not the same as extra_state save/from_pretrained handling." + "reason": "Meta-device loading problems and extra_state save/from_pretrained handling are separate model I/O bugs." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state serialization and Qwen video-input regression are unrelated." + "reason": "Extra_state serialization bug vs video-input regression for Qwen VL models; different code paths." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized v5 regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both mention loading, but one is a model-load failure and the other is a specific Mistral regex patch crash." + "reason": "Different model-loading failures: sleng-bert load regression vs Mistral tokenizer regex patch crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on gpt-oss is unrelated to runtime special-token post-processor updates." + "reason": "Perplexity regression is unrelated to runtime tokenizers backend post-processor updates." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading cjvt/sleng-bert." + "reason": "Missing all_tied_weights_keys on Molmo vs model load failure for sleng-bert; not the same issue." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer initialization are different bugs." + "reason": "Both are broad v5 regressions around loading/initialization, but one is base_model_prefix loading and the other is non-persistent buffer serialization; different defects." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures on different models; no shared concrete bug." + "reason": "Both are model-load failures, but they affect different models and likely different loading paths." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center arg in feature extractor and _torch_extract_fbank_features() issue are distinct audio regressions." + "reason": "Feature-extractor center-arg crash and _torch_extract_fbank_features issue are too underspecified to treat as the same bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are separate issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to a compilation template-node error." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to the template-node compilation error." + "reason": "Whisper batch_decode skip_special_tokens bug and empty-transcription generation failure after align_special_tokens are related only by product area, not the same defect." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + "reason": "TrainerState token counting bug and multi-image IterableDataset finetuning failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code field loss is unrelated to PagedAttentionCache's linear_attention group error." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type handling." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading failure do not share a concrete root cause." + "reason": "A tied-weights attribute bug in Molmo is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization are related only at a high level, not the same bug." + "reason": "Non-persistent buffer serialization junk vs custom model initialization breakage are different issues, even if both are v5 regressions." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Two different model-loading failures with different affected models and symptoms." + "reason": "Different model-loading regressions for different repositories; no shared concrete code-path is evident." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same gguf_file/from_pretrained loading regression; 43482 is the model-specific manifestation of 43452." + "accept": false, + "reason": "gguf_file API breakage and Qwen2.5-GGUF loading failure are separate loading problems." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to FineGrainedFP8Config failure in Qwen3Moe." + "reason": "Tokenizer method conflict and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized-model offload failure is unrelated to gguf loading breakage." + "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF v5 loading failure are distinct bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the template-node compile issue." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config training failure and Qwen3.5 PagedAttentionCache crash are different bugs." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention error are different model/runtime issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different behaviors in different model families." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Missing tied weights on Mistral3ForConditionalGeneration is not the same as device-dependent serialization inconsistency." + "reason": "Both mention lm_head.weight/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency; not the same bug." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer method-name conflict and custom model initialization in notebooks are unrelated." + "reason": "Same as above: separate tokenizer/model load regressions with different triggers and code paths." }, { "left": "issue:44987", - "right": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "Model load failure for physical-intelligence/fast and Mistral regex patch crash are distinct issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is mostly heterogeneous bug reports, and the only clearly same-bug soft pair is 43452/43482 around the gguf_file/from_pretrained loading regression. The other soft-edge rejections are conservative and do not overclaim shared root cause." - }, - "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 }, @@ -2605,8 +2629,8 @@ "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": [ @@ -2665,12 +2689,12 @@ "issue:43646|issue:44534", "issue:43994|issue:44610", "issue:43645|issue:44534", - "issue:43322|issue:43540", "issue:44403|issue:45081", + "issue:43322|issue:43540", "issue:45216|issue:45357", "issue:43377|issue:43819", - "issue:44451|issue:45081", "issue:44220|issue:44683", + "issue:44451|issue:45081", "issue:42915|issue:45084", "issue:41553|issue:43582", "issue:44265|issue:44610", @@ -2691,223 +2715,223 @@ "issue:40990|issue:44811", "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "dc22133b70acc0017f1619be1140e00d479f719889c090ef1fe4264244108e23", + "prepared_review_unit_hash": "1fe39c96b570497f4808d3c54290c61ba051a19732f5a754e67134745c7cc80b", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36662, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only duplicate-style pair I\u2019d accept is the Qwen3.5 save_pretrained regression (45216/45357). The Qwen VL/video and Qwen2.5-VL position-id pairs are related by theme but are still distinct bugs, so they should stay separate.", - "confidence": 0.64, - "canonical_issue_reason": "Issue:45216 is the best anchor because it has the only clear duplicate-style companion in the packet (45357) and its wording is the broader checkpoint-regression report; the rest of the set is too mixed to justify a stronger canonical choice.", + "summary": "This set is mostly a false-positive similarity cluster: the issues span many unrelated bugs. The only strong duplicate-looking pair is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45216 is the best canonical among the only true duplicate pair: it states the broader Qwen3.5 save_pretrained checkpoint corruption, while 45357 is a narrower symptom about visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45216 is the most suitable representative issue overall: it matches the single accepted issue-duplicate pair and describes the broadest concrete failure in that mini-cluster. The remaining issues are mostly unrelated regressions across different models and subsystems.", + "best_issue_reason": "Issue 45216 is the clearest representative of the only convincing duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Different bugs: audio chat-template sampling-rate handling vs MIMI batched-output mismatch from missing padding-mask support." + "reason": "16 kHz chat-template default vs batched/single mismatch from missing padding-mask support are different audio bugs." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different code paths and failures; same broad model/workflow theme is not enough to merge." + "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method calls are unrelated failures." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer corruption are distinct bugs." + "reason": "Custom model initialization breakage and non-persistent buffer junk are different code paths and symptoms." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Unrelated failures: bad inference results vs processor/model image-size mismatch." + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo image-size mismatch are separate model/processor issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init bug and junk-filled non-persistent buffers are not the same defect." + "reason": "Jupyter custom-model initialization and buffer corruption are not the same underlying bug." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Different multimodal loading/video crashes with different triggers and code paths." + "reason": "Loading noise and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Generic load noise vs tokenizer regex patch crash; no shared concrete bug." + "reason": "Both are multimodal, but Llava Next segfault and Qwen3OmniMoe video ValueError are different concrete failures." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like the narrower report on incorrect visual encoder keys within the same failure." + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a narrower manifestation of the same bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both touch audio models, but padding-mask mismatch and DAC from_latents/forward mismatch are different bugs." + "reason": "MIMI padding-mask batching bug and DAC from_latents/STE mismatch are different audio-model problems." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different models and failures; no evidence of the same underlying issue." + "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Audio feature extraction issue vs compiled flex_attention failure on newer torch are unrelated." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are not the same issue." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Both are regressions, but they describe different concrete failures and fixes." + "reason": "FineGrainedFP8Config failure and non-template-node compilation error do not match." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error handling and Apple Silicon allocator TypeError are unrelated." + "reason": "Voxtral AutoTokenizer messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor image-size regression." + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are different bugs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve embeddings/weights, but they are different concrete bugs on different models and workflows." + "reason": "Mistral3 lm_head tying and LoRA merge collapse with extended vocab are related only at a high level, not the same concrete bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Specific model loading failure vs Mistral tokenizer regex patch crash; not the same bug." + "reason": "Loading physical-intelligence/fast and patch_mistral_regex backend_tokenizer errors are different failures." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 flag regression vs mmap/OOM workaround request; no shared code-path bug." + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen-VL/position-id theme, but one is a video-input regression and the other is a still-image temporal position-id scaling bug; too different to accept as a duplicate." + "reason": "Both touch Qwen VL models, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not clearly the same patch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict is unrelated to loading a specific model." + "reason": "AddedToken special-argument conflict and a model load failure are too different to merge." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are v5-era loading problems, but the concrete failures differ." + "reason": "Qwen3MoE FineGrainedFP8Config failure and unexpected _is_hf_initialized loading argument are separate v5 regressions." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models, modalities, and error mechanisms." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict vs MobileLLM key error are not the same bug." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different loading issues." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image finetuning failure vs still-image temporal position-id scaling bug; only a broad Qwen-VL overlap." + "reason": "Multiple-images finetuning failure and Qwen2.5-VL rope-index scaling are not the same bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different Transformers v5 regressions affecting different internals." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different Transformers v5 regressions." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different model/config failures with no shared concrete defect." + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Perplexity anomaly and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "FineGrainedFP8Config failure and missing Float8 storage are related to FP8 support broadly, but not clearly the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both concern TensorFlow backend packaging, but the triggers and failure modes differ." + "reason": "device_map=auto dequantized-model offload and Qwen3 MoE memory usage are different problems." }, { - "left": "issue:44589", - "right": "issue:44987", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Missing Float8 storage type error vs model-loading failure are unrelated." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states FSDP2 issues are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "GPU/CPU offload loading failure and MoE memory inefficiency are different bugs." + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "ModelOutput key-assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only installs look adjacent, but the titles do not indicate the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The write-up is mostly careful, but one soft-edge accept is too strong for the packet: issue:44479 vs issue:45325 only share a broad Qwen-VL / position-id theme from the titles, while one is specifically a video-input regression and the other is a still-image temporal position-id scaling bug. That is enough for a tentative similarity, not a confident duplicate-style accept. Because the evaluation must stay conservative, I can\u2019t accept this clustering as written." + "accept": true, + "feedback": "The analyst stays grounded in the packet and keeps most pair judgments conservative. The only accepted duplicate, 45216/45357, is well supported by both titles describing the same Qwen3.5 save_pretrained checkpoint/visual-encoder-key corruption. The summary appropriately treats the rest as mostly unrelated rather than forcing matches." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2920,8 +2944,8 @@ "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": [ @@ -2981,8 +3005,8 @@ "issue:36032|issue:41720", "issue:44683|issue:45020", "issue:33666|issue:40444", - "issue:44829|issue:45479", "issue:43482|issue:45538", + "issue:44829|issue:45479", "issue:44403|issue:44991", "issue:43792|issue:44589", "issue:44079|issue:44534", @@ -2995,238 +3019,238 @@ "issue:40444|issue:45381", "issue:45325|issue:45381", "issue:44265|issue:45072", - "issue:41720|issue:45081", "issue:43632|issue:45072", + "issue:41720|issue:45081", "issue:43531|issue:44291", "issue:43881|issue:44488", "issue:42175|issue:43296", "issue:43611|issue:43646", "issue:43994|issue:44898", "issue:43454|issue:44466", - "issue:42915|issue:43482", "issue:43828|issue:44683", + "issue:42915|issue:43482", "issue:43525|issue:44589" ], - "prepared_review_unit_hash": "d0928b90e396923581288ed0ef5aa1973c06b17d38113f7f9e82ee4b6c111383", + "prepared_review_unit_hash": "8ef705ba8af1f6c7a204db47671ec514a6c482e1acef12a20940a309439c299e", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36857, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36856, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated bug reports, with a loose theme around Transformers v5 regressions and model/tokenizer edge cases. I don\u2019t see any soft-edge pair that is safely the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "No true duplicate hub stands out; issue 43632 is the closest representative of the broad core-initialization regression theme, but the cluster is too mixed to treat it as a canonical duplicate.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the most representative single report of the cluster\u2019s main Transformers v5 initialization/loading regression pattern, though it still shouldn\u2019t absorb the rest as duplicates.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a Video-LLaVA tower bug and the other is Qwen3.5 save_pretrained key serialization; different failures." + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention corruption vs Qwen3.5 visual encoder key serialization." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility is unrelated to generic loading noise; no shared code-path bug." + "reason": "One is a backend/package compatibility complaint, the other is about noisy model-loading logs; no shared bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer junk; distinct bugs." + "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 touch special-token behavior, but runtime post-processor updates and tokenizer `add_special_tokens` BOS/EOS insertion are different issues." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is `add_special_tokens` behavior for a specific tokenizer." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict and Qwen3 auto device mapping assert are unrelated." + "reason": "Completely different failure modes: T5 tokenizer method conflict vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are separate problems." + "reason": "One is compiled flex attention on torch>=2.9; the other is a broad remote_code compatibility regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are multimodal training issues, but multi-GPU training and iterable-dataset multi-image failures are different code paths." + "reason": "Both are multi-modal training problems, but one is multi-GPU training and the other is iterable-dataset/multiple-image batching." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both cause bad training behavior, but flash_attention_3 degeneration and single-label zero-loss classification are distinct bugs." + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer's oversized `model_max_length` behavior." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "GGUF loading in v5 and CLIPTokenizer max length are unrelated." + "reason": "Both are classification degenerate-training reports, but they point to different triggers and model families." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise and tokenizer loading failure for a specific model are not the same bug." + "reason": "Log-noise complaint vs tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper loading/runtime failure and Float8 storage lookup are different failures." + "reason": "Whisper model loading/can't-run report vs missing Float8 storage object; different code paths." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and buffer serialization junk are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer serialization junk." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are separate issues." + "reason": "Different loader errors for different model/config classes." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to iterable-dataset multi-image finetuning." + "reason": "Progressive generation with cache is unrelated to iterable-dataset multi-image finetuning." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different model/path bugs." + "reason": "MIMI padding-mask batching issue vs Gemma3 sliding-window NaNs; both batching-related but not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` arg during `init_empty_weights` is unrelated to Float8 storage resolution." + "reason": "`init_empty_weights` init-arg regression is separate from the Float8 storage lookup error." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key bookkeeping are unrelated." + "reason": "FSDP CPU-efficient loading regression is unrelated to ModelOutput key assignment." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different code paths." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different internal issues." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image iterable finetuning failure and Qwen2.5-VL video position ids are unrelated." + "reason": "IterableDataset multi-image failure vs Qwen2.5-VL video position-id regression; different feature areas." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not enough to call the same concrete bug." + "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." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/export-check failures and bf16 dtype mismatches are different issues." + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in CI." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 device-mapping assert and Mistral tokenizer regex crash are unrelated." + "reason": "Core v5 init/buffer regression vs a specific dtype mismatch in inference." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Core v5 init flag regression and bf16 dtype mismatch are unrelated." + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights `_is_hf_initialized` handling are not the same bug." + "reason": "Qwen3-MoE sliding_window issue and `_is_hf_initialized` init-arg error affect different mechanisms." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "GLM-4V loading failure and a specific tokenizer load failure are unrelated." + "reason": "Different model-loading failures for different models and causes." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend inclusion and vLLM PaddleOCR-VL loading are different issues." + "reason": "Packaging/backend install issue vs PaddleOCR-VL load failure; not the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-init regressions, but base_model_prefix loading failure and custom initialization breakage are not clearly the same concrete bug." + "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." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsense outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." + "reason": "Different vision-model failures with different symptoms and model classes." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "lm_head tie failure causing bad generation and device-dependent serialization inconsistency are related in theme but not the same bug." + "reason": "Tied lm_head weight failure vs inconsistent serialization depending on device; related theme, but not the same underlying bug." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43828", + "right": "issue:44683", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Autocast dtype mismatch and compiled flex_attention regression are separate issues." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and compiled flex_attention on torch>=2.9 are different problems." + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF v5 loading failure; unrelated." }, { "left": "issue:43525", "right": "issue:44589", "accept": false, - "reason": "Missing `pad_token_id` and Float8 storage lookup errors are unrelated." + "reason": "Llama4Config missing pad_token_id and Float8 storage lookup are distinct loader/runtime errors." } ] }, @@ -3245,8 +3269,8 @@ "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": [ @@ -3306,18 +3330,18 @@ "issue:43526|issue:43883", "issue:43262|issue:43746", "issue:40990|issue:45584", - "issue:43317|issue:43873", "issue:44291|issue:44877", - "issue:43881|issue:44991", + "issue:43317|issue:43873", "issue:43632|issue:45563", + "issue:43881|issue:44991", "issue:43606|issue:44265", "issue:34634|issue:35707", "issue:43873|issue:45701", "issue:44186|issue:44265", "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43606|issue:43819", "issue:43454|issue:43550", + "issue:43606|issue:43819", "issue:43377|issue:44610", "issue:43377|issue:44898", "issue:43454|issue:45072", @@ -3334,14 +3358,14 @@ "issue:41720|issue:44977", "issue:40990|issue:45701" ], - "prepared_review_unit_hash": "be0f48de431d42728c5c73d5d28b153668c2e0e8d604baac796bb9e876a3c9c1", + "prepared_review_unit_hash": "3b7167f24d581152d5d7ca78492654de95bd518cfe0ee2fd345671da42d9788d", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, @@ -3356,210 +3380,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated transformer/model-loading regressions rather than one duplicate cluster. I rejected all soft edges because the paired reports target different models, code paths, or failure modes. If an anchor is needed, issue 43873 is the broadest discussion-heavy offloading/quantization report, but it is not a strong duplicate hub.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43873 is the most discussion-heavy and broadly framed report in the set, centered on offloading/quantization behavior, so it is the least arbitrary issue to anchor the noisy group.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative only in a loose sense because it has the broadest scope and strongest surrounding discussion, but the overall set is not a coherent duplicate cluster.", + "best_issue_reason": "issue:43873 is the most general and central-looking issue in this group, with the widest potential overlap in theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different models and symptoms: int4 quantization OOM vs generic SAM3Video OOM." + "reason": "Different problems: int4 quantization memory growth vs CUDA OOM in a video model." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Both are loading failures, but one is Whisper-specific while the other is a broad meta-device loading regression." + "reason": "Whisper inference failure and meta-device loading regressions are different code paths and symptoms." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope/indexing are unrelated bugs." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on Molmo." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio sampling-rate default mismatch is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated issues." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression and Whisper empty-transcription generation are different failures." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both mention offload/quantization, but the concrete failures and affected paths are different." + "reason": "High perplexity on gpt-oss is unrelated to Whisper failing on empty transcription after token alignment." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict config loading are distinct issues." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different failure than strict config loading." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "GLM-4V loading failure and tokenizer loading failure for est-roberta are unrelated." + "reason": "Both mention offload/loading, but one is a dequantized model load failure and the other is a broader quantization offloading report." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized regression and a stale generate() warning do not describe the same bug." + "reason": "Transformers v5 _is_hf_initialized breakage is unrelated to a stale generate() warning." + }, + { + "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." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + "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": "Bark voice_preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior and version-dependent tokenization are different problems." + "reason": "Generic tokenization changes across versions are not the same as quantization/offloading problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export compatibility." + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are different subsystems." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor output size mismatch and Qwen2.5-VL temporal position scaling are unrelated." + "reason": "OmDet-Turbo processor size mismatch is unrelated to Qwen2.5-VL temporal position scaling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different Qwen issues: generation with inputs_embeds vs CUDA assert under auto device mapping." + "reason": "Generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are different bugs." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC latent mismatch are different code paths." + "reason": "Weight-tying serialization in AyaVision is unrelated to Bamba torch.compile SDPA failures." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "lm_head tying bug and Bamba torch.compile SDPA failure are unrelated." + "reason": "CPU offload device mismatch and DAC.from_latents missing STE are different code paths and fixes." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask inconsistency and OmDet-Turbo input-size mismatch are different bugs." + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batch-vs-single mismatch and Perceiver resolution handling are unrelated." + "reason": "MIMI encoder batching mismatch and Perceiver non-default resolution failure are different model bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying serialization bug and bf16 dtype mismatch are different failures." + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL finetuning with multi-image iterable data are unrelated." + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image IterableDataset finetuning failures are not the same underlying bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same bug." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading behaviors." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/serialization, but they affect different models and different saved keys." + "reason": "lm_head.weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper loading/runtime failure and compiled flex_attention torch-version regression are unrelated." + "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are different problems." + "reason": "PaddleOCR-VL loading failure and tokenizer loading regression for est-roberta are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying in Mistral3 and BitNet packed-weight unloading during accelerate loading are unrelated." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Model loading failure in vLLM and strict granite_speech config rejection are distinct issues." + "reason": "PaddleOCR-VL model loading and strict granite_speech config validation are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different model-loading crashes." + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different failures." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual-encoder save_pretrained regression are unrelated." + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder serialization keys." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation are different save/load issues." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert with auto device mapping and flash-attention generation bug are different failures." + "reason": "Device-mapping CUDA assert and flash-attention generation problems are different model/runtime issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity regression and version-dependent tokenization are unrelated." + "reason": "High perplexity on a specific model is unrelated to version-dependent tokenization changes." } ] }, @@ -3578,8 +3602,8 @@ "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": [ @@ -3634,8 +3658,8 @@ ], "soft_pairs": [ "issue:44423|issue:45406", - "issue:44186|issue:45072", "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:43526|issue:43881", "issue:43577|issue:43708", "issue:44387|issue:45704", @@ -3645,8 +3669,8 @@ "issue:36331|issue:42915", "issue:43550|issue:43720", "issue:36331|issue:42617", - "issue:44610|issue:44898", "issue:44479|issue:44918", + "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:43316|issue:44913", "issue:44671|issue:44743", @@ -3655,251 +3679,251 @@ "issue:43550|issue:43606", "issue:41720|issue:42617", "issue:43531|issue:43572", - "issue:41720|issue:45161", "issue:44292|issue:44479", + "issue:41720|issue:45161", "issue:43388|issue:45059", "issue:44186|issue:44361", "issue:43540|issue:43782", "issue:42915|issue:43322", - "issue:36010|issue:42617", "issue:41720|issue:43873", + "issue:36010|issue:42617", "issue:45406|issue:45464", "issue:36331|issue:41720", "issue:43421|issue:45701", "issue:44492|issue:44509" ], - "prepared_review_unit_hash": "197fc57a6c795a7bce86e7b53bcc5966e56d6c6093054fe14fe121b84d9fa2b2", + "prepared_review_unit_hash": "659bf8f6d0d8004056f4fea9502714492c3bd31375bbe27ec5e901d4877a171a", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37765, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated transformer bugs/features across different models and subsystems. All soft edges are rejected; none look like the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items span distinct regressions and model-specific failures with only loose thematic overlap.", + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs across serving, quantization/offload, tokenizers, vision/video processors, and trainer behavior. I rejected all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and regressions, so none is a safe duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the closest broad representative of the offloading/quantization subset, but it is not a true cluster-wide canonical bug.", + "best_issue_reason": "No issue is a strong global representative; the cluster is too heterogeneous for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-time multimodal crashes, but they involve different models and different failure modes (Qwen3.5/continuous batching vs Gemma4Processor _tokenizer)." + "reason": "Both are multimodal serving crashes, but they fail in different code paths and with different symptoms (`str.to` vs missing `_tokenizer`)." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "One is a tokenizer/NER padding crash; the other is a dtype mismatch in inference. Different components and root causes." + "reason": "Both mention offloading/memory, but one is a quantization/offload bug and the other is an mmap/OOM issue on Strix Halo." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization/offload behavior and the other is mmap OOM on Strix Halo. Not the same bug." + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch; unrelated bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." + "reason": "Different models and failure modes: Beit label reduction bug vs glm-4v-9b loading failure." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype persistence and Trainer resume/max_steps are unrelated issues in different code paths." + "reason": "Blip2 dtype loading bug vs Trainer resume/max_steps calculation bug; not the same change." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but int4 quantization OOM and apex RMSNorm leak are different causes and fixes." + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py launch problem and a Qwen3Moe FP8 failure are different model/runtime bugs." + "reason": "3d_parallel launch failure and Qwen3Moe FP8 failure are separate issues with different triggers." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading are separate failures affecting different artifacts." + "reason": "Strict config loading vs tokenizer loading regression; different components and failure mechanisms." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape regression and tokenization-version changes are unrelated." + "reason": "Video batch shape bug vs tokenization-version behavior change; unrelated subsystems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." + "reason": "CustomTrainer signature regression vs Qwen3Moe FP8 loading issue; distinct trainer/model bugs." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and packed-weights unpacking in BitNet are different code paths." + "reason": "torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet; not mergeable as one fix." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss API break and 3d_parallel.py failure are unrelated." + "reason": "Trainer compute_loss API break and 3d_parallel runtime failure are unrelated." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Both concern image sizing, but OmDet-Turbo and Perceiver have different model/processor expectations and distinct bugs." + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is an embeddings/trainer unpacking issue." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Video-input regression and Qwen3.5 embedding unpacking with TRL SFT are unrelated." + "reason": "Different vision-model preprocessing bugs: OmDet-Turbo input resolution mismatch vs Perceiver non-default-resolution failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer NER crash and image processor resolution mismatch are different subsystems and failures." + "reason": "LayoutLMv2 tokenizer NER crash vs OmDet-Turbo image preprocessing mismatch; unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload issue are unrelated config bugs." + "reason": "Gemma3 text config API discrepancy and GPTNeoX rotary_pct reload regression are separate config bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + "reason": "CamemBERT masked-LM predictions vs Qwen3.5 recurrent-state caching bug; different models and code paths." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized-model device_map offload failure are different loading problems." + "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are both quantization-related but not the same bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization-version changes are not the same underlying issue." + "reason": "Processor/tokenizer regression vs generic tokenization-version change; not the same underlying defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba SDPA/torch.compile bug and Bark CPU-offload device mismatch are unrelated." + "reason": "Both involve model loading/execution failures, but the model, backend, and failure mode differ completely." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and 3d_parallel.py launch failure do not share a concrete root cause." + "reason": "Auto device mapping CUDA assert and 3d_parallel startup failure are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are separate issues." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44292", + "right": "issue:44479", "accept": false, - "reason": "Both involve MoE/device parallelism, but they target different models and distinct failures." + "reason": "Qwen-3-8B-NVFP4 runtime error vs Qwen video-input regression; different concrete failures." }, { - "left": "issue:44292", - "right": "issue:44479", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and v5.3.0 video regression are unrelated." + "reason": "Auto device mapping CUDA assert and GPT-OSS tensor-parallel issue are different model/runtime problems." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering label truncation and SAM3 text/box odd behavior are different bugs." + "reason": "Metrics gathering label bug vs SAM3 text/bounding-box behavior; different areas entirely." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are separate tokenizer issues." + "reason": "Both are tokenizer-related, but they affect different tokenizers and different task pipelines." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different code paths." + "reason": "Qwen3OmniMoe video input failure vs Qwen3VL weight_only loading error; not the same bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading bugs." + "reason": "Qwen3Moe FP8 issue and Llava Next segfault are unrelated model-loading/runtime failures." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:41720", + "right": "issue:43873", "accept": false, - "reason": "GenerationMixin import error is unrelated to a 3d_parallel.py execution failure." + "reason": "CUDA assert on A800 auto device mapping vs quantization offload behavior; similar theme but different bugs." }, { - "left": "issue:41720", - "right": "issue:43873", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Auto device-map cuda asserts and quantization/offloading issues are only loosely related, not the same bug." + "reason": "GenerationMixin import error and 3d_parallel runtime failure are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different regressions." + "reason": "Both involve serving, but one is a Gemma4 processor attribute error and the other is a Qwen3.5 streaming API failure." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature mismatch and Qwen3 auto device mapping failure are unrelated." + "reason": "Trainer API signature change vs device-mapping CUDA assert; unrelated." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processor updates and tokenization-version changes are not the same defect." + "reason": "Runtime special-token post-processor update bug vs a version-dependent tokenization change; not the same underlying issue." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and outdated pipeline docs are separate documentation/config issues." + "reason": "Typo in cache strategies docs/code vs removed pipeline-task documentation; clearly different." } ] }, @@ -3918,8 +3942,8 @@ "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": [ @@ -3973,8 +3997,8 @@ ], "soft_pairs": [ "issue:33357|issue:35707", - "issue:30064|issue:34634", "issue:44514|issue:44545", + "issue:30064|issue:34634", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:43873|issue:45704", @@ -3994,222 +4018,222 @@ "issue:44987|issue:45042", "issue:43421|issue:43653", "issue:43531|issue:44589", - "issue:39692|issue:44610", "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": "a04e4cd23dbc6a9f969972f173dc21d0c7aeda452d877d823c4450e4e3d8a668", + "prepared_review_unit_hash": "2b93716a72dde9193c4b4689e4969489c0e9e51c259645e92e99de56c343dc1f", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36093, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are unrelated model/tokenizer/training bugs that only share broad subsystem keywords. I only see two clear duplicate pairs: the Qwen2.5-VL batched `padding=False` crash, and the HF_HUB_OFFLINE / `_patch_mistral_regex` tokenizer failure.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the HF_HUB_OFFLINE tokenizer regression, explicitly naming the failing `_patch_mistral_regex` path; issue:42886 is the broader symptom report for the same bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue in this set because it pinpoints the offending code path and environment trigger, making it the most actionable canonical bug report.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different failures: MacOS bus error with a CLIP model vs progressive generation with `inputs_embeds`/`past_key_values`." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Unrelated areas: void segmentation-map processing vs BarkProcessor `voice_preset` behavior." + "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 title and same concrete crash: `Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`." + "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", + "accept": false, + "reason": "ImageProcessor segmentation-map failure vs BarkProcessor voice_preset issue are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different root causes and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different loading/runtime bugs: auto device mapping CUDA assert vs local checkpoint loading with PEFT adapters." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are CI/offload-related, but one is a device mismatch under CPU offload and the other is packed-weight unpacking during accelerate loading; not the same bug." + "reason": "Both are loading/offload CI failures, but the concrete failures and code paths differ." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior vs a T5 apex RMSNorm memory leak are separate issues." + "reason": "Quantization offloading behavior and a T5 apex memory leak are unrelated bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token registration." + "reason": "Torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch labels, but one is config propagation and the other is a zero-loss classification bug; not the same concrete problem." + "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": "Different symptoms and likely fixes: tied-embeddings warning vs incorrect visual encoder keys in save/load." + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID persistence are different bug classes." + "reason": "TokenizersBackend post-processor sync feature and DiaConfig token-id loss after save/load are different bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during offload vs tokenizer special-token registration; no shared underlying code path." + "reason": "Different tokenizer/model issues: CPU offload device mismatch vs mask token registration/empty decode output." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking vs generation with embeddings/past KV are unrelated." + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset bug vs Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and different failure modes; too broad to merge." + "reason": "Both are tokenizer loading problems, but with different models and distinct failure modes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor argument conflict is not the same bug as failing to load ScandiBERT." + "reason": "AddedToken special-arg TypeError is not the same as failing to load a specific tokenizer model." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal issues: `from_pretrained` weight-only error vs video vision-position-id bug." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids are different bugs." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same underlying offline-mode failure in tokenizer loading; 44843 identifies the specific `_patch_mistral_regex`/`model_info()` cause." + "reason": "Same offline-mode tokenizer failure: `_patch_mistral_regex` calls `model_info()` and breaks HF_HUB_OFFLINE/cache loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post-init policy issue vs Qwen3.5 `num_labels` propagation; unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model-specific inference bugs: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver resize/interpolate issue and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model-loading regression vs PIL image processors incorrectly requiring torchvision; separate problems." + "reason": "Model loading regression and PIL image processor torchvision dependency are different issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are not the same bug." + "reason": "Runtime special-token/post-processor update and BigBirdTokenizer mask-token decode bug are distinct tokenization problems." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage support." + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "SigLIP2 docs/model mismatch and OmDet-Turbo processor size mismatch are different issues." + "reason": "TRL unpacking of Qwen3.5 embeddings and trainer.evaluate after train are different trainer behaviors." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "TRL embedding unpacking during SFT is not the same as `trainer.evaluate()` failing after training." + "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo processor size mismatch are unrelated vision issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime post-processor special-token updates vs LayoutLMv2Tokenizer padding/truncation crashes are different bugs." + "reason": "Special-token runtime update feature and LayoutLMv2Tokenizer NER/padding crash are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and outputs: SigLIP2 nonsensical results vs CamemBERT masked-LM prediction regression." + "reason": "SigLIP2 incorrect outputs and CamemBERT masked LM regression are separate model-specific bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing `pad_token_id` on Llama4Config is unrelated to the Qwen3-MoE `sliding_window` bug." + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but the reported failures differ enough that they do not clearly describe the same concrete bug." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicates are well supported by near-identical titles and matching failure modes, and the other pairwise rejections do not overclaim shared root causes. The heterogeneity summary is also consistent with the listed issues." + "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." }, "evaluator_used": true, "retried": false, @@ -4225,8 +4249,8 @@ "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": [ @@ -4285,14 +4309,14 @@ "issue:43381|issue:45704", "issue:39692|issue:43873", "issue:43746|issue:45381", - "issue:40444|issue:43746", "issue:43746|issue:43873", + "issue:40444|issue:43746", "issue:44220|issue:44661", "issue:45183|issue:45479", "issue:43540|issue:44008", "issue:43335|issue:43756", - "issue:43720|issue:43819", "issue:43716|issue:44008", + "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:30064|issue:36010", "issue:44062|issue:44488", @@ -4309,208 +4333,208 @@ "issue:44448|issue:44671", "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "9365df409774735a6d4f6359a5c3ef00189055b778b925ca06e665ff222a4807", + "prepared_review_unit_hash": "5d780910c0a41616b174bcf1f607838c3443f9ac9cab5f9872ab6d4ddb647373", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36148, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "serialized_chars": 36149, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports; the soft-similarity links are mostly false positives. The most representative issue is the highly discussed FSDP loading regression.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43749 has the strongest triage signal (high discussion and inbound references) and is a broad, actionable infrastructure regression compared with the narrower one-off bugs in the set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best single issue to anchor the cluster because it is open, well-discussed, and broadly impactful.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and failures: DeepSpeed/BertModel init vs audio feature extraction." + "reason": "Unrelated failures: Bert/deepspeed zero3 index error vs audio fbank feature extraction." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping assert is unrelated to T5/apex RMSNorm memory leak." + "reason": "Different subsystems and bugs: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions field regression and RTDetr output drift are separate model bugs." + "reason": "Both are v5 regressions, but they affect different models and different code paths." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to the T5 apex leak." + "reason": "Checkpointing in eval mode is unrelated to the T5 apex memory-leak issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs example/model mismatch is not the same bug as quantization offloading behavior." + "reason": "One is a SigLIP2 docs/quantization example problem; the other is a broad offloading-with-quantization bug." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to Qwen2.5-VL video position IDs." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Multi-image iterable dataset finetuning failure is a different code path from checkpoint loading." + "reason": "Both involve loading, but one is PEFT/local checkpoint restoration and the other is quantized offloading behavior." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading are separate loading problems." + "reason": "Different model families and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs GraniteSpeech checkpoint loading." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and tokenizer-mapping model registration are unrelated." + "reason": "Audio feature extraction and tokenizer-mapping model registration are not the same bug." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Generic input validation messaging is not the same as the single-label-classification zero-loss bug." + "reason": "Input-validation XOR messaging and degenerate zero-loss classification are distinct issues." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video processing error is unrelated to Gemma3n variable-name collision." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n's audio_mel_mask name collision." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer drop are unrelated model-setup bugs." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-specific defects." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "BitNet packed-weight loading and DAC STE mismatch affect different models and mechanics." + "reason": "BLIP2 dtype propagation bug is unrelated to Gemma 3n forward-variable collision." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Blip2 dtype mismatch is unrelated to Gemma3n's audio mask attribute error." + "reason": "Packed-weight loading during accelerate init is a different code path than DAC.from_latents missing STE handling." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration and BitNet accelerate loading are not the same defect." + "reason": "Tokenizer special-token registration issue does not match BitNet packed-weight loading failure." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + "reason": "Void segmentation-map processing and GenerationMixin import failure are completely unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision is not the same as failing to load a specific model repo." + "reason": "AddedToken special-argument conflict is not the same as a model-loading failure for cjvt/sleng-bert." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is offline model_info access and the other is a backend_tokenizer attribute crash; different failures." + "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 segmentation fault and MPS histogram support error are unrelated." + "reason": "Llava Next loading segfault and MPS histogram_mps Int error are unrelated." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are distinct issues." + "reason": "BLIP2 dtype mismatch and Video-LLaVA temporal-attention/weight-sharing bug are different problems." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are different model/tokenizer paths." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA on Bamba and bfloat16 dtype mismatch on other models are unrelated." + "reason": "torch.compile + SDPA failure in Bamba is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig strict-field loss are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading issues, but one drops fields under trust_remote_code and the other rejects granite_speech config under strict validation." + "reason": "Missing fields from trust_remote_code config loading is distinct from strict-config rejection of granite_speech." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor sync and Whisper batch_decode skip_special_tokens are separate tokenizer/processor behaviors." + "reason": "Runtime special-token post-processor refresh and Whisper batch_decode skip_special_tokens handling are different tokenizer issues." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile failure is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Qwen2.5-VL vision_position_ids regression." + "reason": "Different Qwen video bugs: one is a ValueError in Qwen3OmniMoe video processing, the other is wrong vision_position_ids in Qwen2.5-VL." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 regressions, but Pegasus output drift and CamemBERT masked-LM errors are different model-specific bugs." + "reason": "Both are v4/v5 behavior regressions, but they concern different models and unrelated failure modes." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM-efficient loading are different regressions in different loading paths." + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading/runtime bugs." } ] }, @@ -4529,8 +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": [ @@ -4599,8 +4623,8 @@ "issue:44805|issue:44936", "issue:43606|issue:45072", "issue:42175|issue:45081", - "issue:34634|issue:36010", "issue:43650|issue:43906", + "issue:34634|issue:36010", "issue:43782|issue:45325", "issue:44060|issue:44368", "issue:44610|issue:45072", @@ -4612,20 +4636,20 @@ "issue:43526|issue:44554", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "a16e9142f8b79a6cd75c4c344a5e185149a6168911730f07a7ceca8c8fe3a7fb", + "prepared_review_unit_hash": "4157e93a42665c3f64d6eb1ca1c1c4a8393b71e7741f600f902de72be4dfefe9", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35714, + "serialized_chars": 35716, "estimated_input_tokens": 8929, "estimated_eval_tokens": 18114 }, @@ -4634,180 +4658,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are unrelated model/processor/trainer regressions rather than true duplicates. No PRs are present. I selected the broad remote-code regression report as the best issue representative, but it is only an umbrella, not a true duplicate of the others.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set, covering recent-version breakages for remote_code models.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best top-level representative if a single issue must stand in for the cluster, but it should not be treated as a duplicate of the more specific bugs.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: from_pretrained weight_only loading error vs flash-attention generation issue." + "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." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Unrelated subsystems: tokenizer special-token registration vs DAC latent decoding/STE mismatch." + "reason": "BigBirdTokenizer special-token decoding is unrelated to DAC latent decoding / missing STE; different components and bugs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "One is a specific API removal breakage; the other is a broad umbrella report about remote_code regressions." + "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." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Different problems: v5 error-message wording vs a model producing bad outputs with AutoModel/pipeline." + "reason": "One is a wrong pipeline error message for translation support, the other is a SigLIP2 inference-quality issue; unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated: BLIP2 dtype propagation vs Apple Silicon caching allocator TypeError." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup are separate loading/runtime issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different code paths and models: torch.compile SDPA failure vs DAC forward/from_latents mismatch." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent-vs-forward mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related theme, but one is runtime messaging and the other is docs cleanup; not the same bug/change." + "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": "Image processor URL loading issue vs template compilation error; no shared underlying defect." + "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 discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different models and symptoms: auto device mapping CUDA assert vs tokenizer loading failure." + "reason": "Qwen3 A800 cuda assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated issues." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding vs AutoTokenizer failing to load a specific tokenizer class." + "reason": "LayoutLMv2 NER/padding crashes are unrelated to FastSpeech2ConformerTokenizer loading." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different layers of the stack: image segmentation-map processing vs trainer loss signature change." + "reason": "ImageProcessor void segmentation maps and CustomTrainer `compute_loss` signature mismatch are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization-change report." + "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are different problems." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer evaluate-after-train failure are different bugs." + "reason": "A tensor-mask shape IndexError during model execution is not the same as `trainer.evaluate()` failing after training." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch is unrelated to bfloat16 dtype mismatches in other models." + "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging issue vs Mistral tokenizer regex patch crash." + "reason": "Missing TensorFlow backend in torch-only install is unrelated to the Mistral tokenizer regex patch crash." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to GenerationMixin import failure." + "reason": "`ADD THE DATA` is not a technical bug report and does not match the isolated reproduction issue." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Placeholder/empty issue title is not the same as an isolated reproduction of another bug." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-related, but they describe different models and different rope/loading failures." + "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": "Different warning causes: tied-weights bug across layers vs a LoRA fine-tuning config warning." + "reason": "Incorrect tied-weights warning in Qwen3-Next is not the same as the Qwen3.5 LoRA warning about `tie_word_embeddings=False`." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor size mismatch and bfloat16 dtype mismatch are unrelated." + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatches in other models are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different tokenizer/processor classes and different AttributeError causes." + "reason": "Mistral tokenizer backend-tokenizer crash and Gemma4Processor missing `_tokenizer` are different processor/tokenizer failures." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "FSDP CPU RAM efficient loading and `_is_hf_initialized` argument error in `init_empty_weights` are separate loading-path regressions." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight accelerate loading bug is unrelated to dtype mismatch issues." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Label reduction bug in an image processor is not the same as RTDetrV2 output changes." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs in v5 are different model/processor issues." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError vs CUDA AMP crash are different platform-specific failures." + "reason": "Apple Silicon caching allocator TypeError and LwDetrImageLoss AMP/CUDA crash are distinct runtime failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug is unrelated to an MPS attention correctness issue." + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different subsystems and bugs." } ] }, @@ -4826,8 +4850,8 @@ "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": [ @@ -4890,8 +4914,8 @@ "issue:43638|issue:44936", "issue:38175|issue:44610", "issue:43454|issue:43577", - "issue:44568|issue:45488", "issue:44589|issue:45042", + "issue:44568|issue:45488", "issue:43854|issue:44977", "issue:43257|issue:43696", "issue:43746|issue:44811", @@ -4913,185 +4937,227 @@ "issue:43257|issue:43756", "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "ded0bbb03bb2c6d86ec77777345856733e03cecbe02a085192073ef31aeb9de9", + "prepared_review_unit_hash": "4e6af6583d959bd60ed392ded39c39141dc52deaf5339414da72f23cd4a480e3", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37123, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the items span unrelated bugs across trainers, tokenizers, vision/audio processors, quantization, loading, and model-specific regressions. All soft edges are false positives and should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a collection of unrelated issues with only superficial keyword overlap; none of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits: the set spans unrelated tokenizer, multimodal, training, loading, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick one issue as a representative bug report, issue:43329 is the most explicit and actionable, but it is not a good global canonical for this heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different subsystems: multimodal token counting vs stale auto-mapping references breaking CI. No shared bug path." + "reason": "Different bugs in different areas: multimodal token counting vs stale auto-mapping references." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated issues: template-node compilation error vs CLIPTokenizer max length constant. Same tokenizer/model area only at a very broad level." + "reason": "Unrelated tokenizer/compile error vs CLIPTokenizer max-length constant bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset bug and Trainer.compute_loss signature change are entirely different code paths." + "reason": "Bark processor voice preset issue is unrelated to trainer compute_loss kwargs." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token registration vs GPT-OSS MXFP4 quantization fallback are unrelated tokenizer/model loading problems." + "reason": "Tokenizer special-token registration bug vs quantization fallback/loading issue." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific tokenizer regression for est-roberta." + "reason": "Both concern model loading, but the failures are different and not the same code path." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs multimodal token counting video-branch bug; not the same defect." + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to multimodal token counting." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 with non-pretrained BERT index error is distinct from trainer.evaluate() failing after train()." + "reason": "Different training failures: ZeRO-3 non-pretrained BERT indexing vs evaluate-after-train behavior." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-shape mismatch are unrelated model/processor bugs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying bug and BLIP2 dtype propagation bug are separate model initialization issues." + "reason": "Weight-tying bug in AyaVision is unrelated to Blip2 dtype propagation." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "mDeBERTa special-token addition regression is unrelated to LlamaTokenizer pre-tokenizer override affecting DeepSeek." + "reason": "Float8 storage lookup error is unrelated to PIL image processor torchvision dependency behavior." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Float8 storage lookup error and PIL backend requiring torchvision are unrelated runtime/loading problems." + "reason": "Both are tokenizer regressions, but they affect different models with different mechanisms." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression are different model bugs." + "reason": "Different model-loading/generation problems with no shared failing path." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading bug is not the same as CUDA OOM." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example/model-processor mismatch and git-oss MXFP4 loading fallback are different problems." + "reason": "Doc-example mismatch/quantization failure vs MXFP4 loading fallback are different issues." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import path breakage and Jupyter custom-model initialization regression are not the same underlying issue." + "reason": "GenerationMixin import regression is unrelated to Jupyter custom-model initialization." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading vs OmDet processor image-size mismatch are unrelated." + "reason": "Packed-weight loading bug in BitNet is unrelated to processor output-size mismatch." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents/forward mismatch is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to GPT-OSS quantization loading behavior." + "reason": "torch.compile SDPA failure in Bamba is unrelated to git-oss quantization loading." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are different memory/loading scenarios." + "reason": "Both are memory/loading related, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "mDeBERTa BOS/EOS token insertion regression and Kimi-K2.5 codec handling warning are distinct tokenizer bugs." + "reason": "Tokenizer special-token addition bug and Kimi codec-handling regression are different root causes." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Both mention video processing, but one is multimodal token counting internals and the other is batched processor output shape." + "reason": "Video token counting helper bug is not the same as the broad v5.3.0 video-input regression." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is unrelated to GPT-OSS high-perplexity evaluation results." + "reason": "Different trainer/model API regressions with no shared failing function." }, { "left": "issue:43257", - "right": "issue:43756", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug and Smollm3 RoPE-layer omission are unrelated model implementation issues." + "reason": "Both are Qwen3-related, but one is MoE weight conversion and the other is VL weight-shape mismatch." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 visual-encoder key saving regression are different code paths and model families." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "reason": "Qwen3.5 hidden-states bug and generic tokenization-version change are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is undefined helper usage and the other is batched output shape mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter bug is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MoE loading bug and Smollm3 RoPE-layer mismatch are unrelated model-specific regressions." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5103,8 +5169,8 @@ "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": [ @@ -5166,9 +5232,9 @@ "issue:42915|issue:43742", "issue:33357|issue:34567", "issue:44291|issue:45042", - "issue:42175|issue:43824", "issue:43317|issue:45538", "issue:42915|issue:44821", + "issue:42175|issue:43824", "issue:43927|issue:44912", "issue:43540|issue:44560", "issue:42915|issue:45538", @@ -5180,242 +5246,236 @@ "issue:45137|issue:45405", "issue:43906|issue:45381", "issue:38175|issue:44898", + "issue:44737|issue:45588", "issue:43749|issue:44164", "issue:28282|issue:34689", - "issue:44737|issue:45588", "issue:43756|issue:45325", "issue:36010|issue:42175", - "issue:28282|issue:29127", "issue:43742|issue:44291", + "issue:28282|issue:29127", "issue:43493|issue:43994", "issue:43643|issue:45375" ], - "prepared_review_unit_hash": "a269bb6b1097d8a956bad6c7812385b5772c0440b800840963ad66331bef79d9", + "prepared_review_unit_hash": "b387c12aefb5bee2439e1232198c6d679d6dc51750aa006863534a9e63d4a38d", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37116, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous false positives, with only a couple of likely true duplicate pairs around the same concrete bug. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "No single canonical issue for the whole set; 44479 is the best anchor for the strongest duplicate pair because it is the broader Qwen2.5-VL video regression report and matches the same position-id bug seen in 45381.", - "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative issue among the true duplicates: it describes the broader regression and has the clearest overlap with the matching Qwen2.5-VL report.", - "best_pr_reason": null, + "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.", "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Both are loading-related, but one is a model-loading failure and the other is a CLIPTokenizer max-length issue; not the same bug." + "reason": "Different failures: tokenizer/model loading for 'physical-intelligence/fast' vs CLIPTokenizer max_length behavior." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same Qwen2.5-VL video-input regression: both describe wrong video position IDs / temporal position handling in v5.3.0." + "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 different failure modes; too broad to be the same bug." + "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": "Different Qwen-family problems: auto device mapping cuda assert versus video-input ValueError." + "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 loading versus Apple Silicon allocator warmup TypeError." + "reason": "Unrelated areas: gguf AutoTokenizer/AutoModel loading vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different concrete bugs: FP8 quantization failure versus MobileLLM key error on load." + "reason": "Different bugs: FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP MacOS bus error and TrainerState token-count tracking are unrelated." + "reason": "Unrelated: MacOS bus error loading CLIP vs TrainerState token counting not updating." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights constructor-arg breakage is unrelated to the PIL/torchvision backend regression." + "reason": "Different code paths: init_empty_weights/_is_hf_initialized vs image processor torchvision dependency regression." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Packaging/backend dependency issue versus missing Qwen2_5_VL class import; not the same bug." + "reason": "Different problems: device_map/offload loading failure vs CLIPTokenizer model_max_length." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Different subsystems: FP8 loading for Qwen3Moe vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: missing TensorFlow backend in install extras vs missing Qwen2_5_VL class import." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token-ID loss is a different bug from MXFP4 quantization falling back to bf16." + "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback are not the same bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video, but they are different Qwen3 variants with different error signatures and likely different code paths." + "reason": "Both involve video, but different models and symptoms (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "One is just an isolated reproduction of another issue; it is not the same as the Qwen2.5-VL video-position regression." + "reason": "Different issues: FP8 config loading vs tokenizer max_length." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 zero probabilities versus Perceiver non-default-resolution failure." + "reason": "Both are video-related, but the affected model families and failure modes differ enough that they do not look like one concrete bug." }, { - "left": "issue:43749", - "right": "issue:44164", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both touch loading/saving, but FSDP CPU RAM efficient loading and extra_state handling are separate concrete problems." + "reason": "Completely different areas: backend packaging for TensorFlow vs Python 3.14 import failure." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading breakage are unrelated." + "reason": "Tokenizer AddedToken keyword collision is not the same as the EMBEDDIA/est-roberta loading regression." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "XLNet CPU tensor placement bug and flash-attention s_aux=None crash are unrelated code paths." + "reason": "Different issues: package extras/backend composition vs loading 'cjvt/sleng-bert'." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different position/index logic." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "GenerationMixin import failure is unrelated to TensorFlow backend packaging." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version pinning." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Generic import error versus LayoutLMv3 box-content validation messaging; not the same bug." + "reason": "An isolated reproduction of another issue is not the same as the Qwen2.5-VL video-position-id regression." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different root causes: MobileLLM key error versus init_empty_weights argument mismatch." + "reason": "Different model families and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model-family regression: both report incorrect/nonsensical outputs from the HF implementation compared with expected behavior." + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43749", + "right": "issue:44164", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "FSDP CPU RAM efficient loading regression is not the same as save/from_pretrained extra_state handling." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Reproduction issue versus a specific Qwen2.5-VL video-position bug; not the same underlying change." + "reason": "PyTorch-missing ImportError is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Repeated pair: different models and distinct RoPE-related bugs." + "reason": "Different Qwen/Smollm RoPE bugs with different code paths and symptoms." }, { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer loading failures, but the titles do not establish the same concrete root cause." - }, - { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "TensorFlow backend packaging versus Python 3.14 load failure are unrelated." + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Image-processor reduce_labels behavior is unrelated to degenerate zero-loss sequence classification." + "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized are different loading failures." }, { "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "Repeated pair: import dependency issue versus model-loading regression." - }, - { - "left": "issue:43742", - "right": "issue:44291", + "right": "issue:29127", "accept": false, - "reason": "Repeated pair: different loading bugs with different failure mechanisms." + "reason": "PyTorch import error is unrelated to LayoutLMv3 box-information error messaging." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Repeated pair: same SigLIP2 implementation/output discrepancy." + "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:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is generic trust_remote_code config loss and the other is a model-specific field dropped by @strict; not enough to unify them." + "reason": "Both mention missing fields, but one is AutoConfig/trust_remote_code behavior and the other is a specific VisionConfig field dropped by @strict." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all items are issues, no PRs are present, and the accepted duplicate pairs are reasonably supported by the titles (notably the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair). The rejected pairs are generally conservative and do not overclaim same-root-cause evidence." + "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." }, "evaluator_used": true, "retried": false, @@ -5431,8 +5491,8 @@ "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": [ @@ -5496,9 +5556,9 @@ "issue:45042|issue:45081", "issue:43697|issue:45216", "issue:43643|issue:44561", - "issue:43688|issue:43749", "issue:43742|issue:44589", "issue:44514|issue:45381", + "issue:43688|issue:43749", "issue:43531|issue:44821", "issue:44514|issue:45290", "issue:44625|issue:44877", @@ -5513,202 +5573,208 @@ "issue:43819|issue:44811", "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "ad7ab0e0c1fa3bbd365925d9aee9a605b67bc33b26d2e858996a1c4b121a270b", + "prepared_review_unit_hash": "7a093d7485b5370e5bc4e38b65209b72097c4dc04aea53a9c3517c99598ccdd5", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35496, - "estimated_input_tokens": 8874, - "estimated_eval_tokens": 18004 + "serialized_chars": 35492, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 }, "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/issues, largely around loading, tokenizers, config handling, and training. The only strong duplicate-like pair is the tied-weights serialization reports (44466/45005).", - "confidence": 0.58, - "canonical_issue_reason": "issue:44466 is the clearest concrete bug report in the one credible duplicate pair: tied/lm_head weight serialization in v5.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best anchor overall because it is specific, reproducible, and most directly matches the accepted duplicate-style pair.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Both are TypeErrors, but they describe different code paths: Apple Silicon allocator warmup vs Qwen3VL weight_only loading." + "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": "Tokenizer-related, but one is AddedToken special-arg duplication and the other is a Mistral regex/backend_tokenizer crash." + "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": "Different Trainer regressions: token counting not updating vs custom compute_loss signature breaking on num_items_in_batch." + "reason": "Trainer bookkeeping bug vs custom compute_loss signature mismatch; unrelated symptoms and fixes." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unrelated loading failures: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." + "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 are model-loading complaints, but the bugs are different and model-specific; not the same root cause." + "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": "Both involve multimodal models, but they target different models and likely different failures." + "reason": "Separate multimodal model loading/test failures with no clear shared code-path." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing is unrelated to AutoProcessor forwarding kwargs to cached_file." + "reason": "save_pretrained shard sizing question vs AutoProcessor cached_file kwargs bug; different issues entirely." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Completely different issues: dependency version bump vs stale auto_mappings config references." + "reason": "Unreleased PEFT version bump vs stale auto_mappings config reference; unrelated maintenance issues." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different bugs in different subsystems: image processor torchvision dependency vs Mistral tokenizer regex handling." + "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex/tokenizer loading crash." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model regressions: RTDetrV2 output differences vs Qwen3.5 checkpoint serialization." + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are different model-specific problems." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available breaking remote code." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Different failures: MoE auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an fx-availability removal regression; different failures." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time errors with different symptoms and code paths." + "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 chat template batching and the other is video position ids." + "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." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM-efficient loading regression; no shared underlying code-path." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window model issue and image-processor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same general chat-template area, but different crash conditions and no clear same underlying bug." + "reason": "Both hit apply_chat_template, but the failing conditions differ enough that they do not look like one concrete bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." + "reason": "Config field propagation for Qwen3.5 is not the same as strict config preventing granite_speech loading." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different bugs: gguf_file/pretrained loading vs dtype not propagating to BLIP2 qformer." + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model behaviors: packed BitNet weight loading vs Perceiver image classification with interpolation." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific issues." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different tokenizer/loading regressions: gguf_file handling vs offline-model_info call in Mistral regex patching." + "reason": "gguf_file loading regression is unrelated to _patch_mistral_regex offline-mode behavior." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE/model-quality issues, but not the same bug or code path." + "reason": "Aux-loss normalization bug and DeepSeekV3MoE divergence are different training/architecture problems." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different Trainer/DeepSpeed problems: ZeRO-3 model loading vs evaluate failing after train." + "reason": "DeepSpeed ZeRO-3 model loading failure is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-field problems, but one is a missing pad_token_id attribute and the other is remote-code config field loss." + "reason": "Missing pad_token_id on Llama4Config is not the same as trust_remote_code missing fields." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Entirely unrelated: DeepSpeed weight-dimension runtime error vs LayoutLMV3 error-message clarity." + "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity issue; not the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they are different models and different failure modes." + "reason": "Different tokenizer/processor regressions for different models; no concrete shared fix path." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode special-token handling." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both report v5 tied-weight/lm_head serialization problems and plausibly share the same save_pretrained code path." + "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:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral regex crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate-style pair, issue:44466 and issue:45005, is plausibly the same tied-weights/save_pretrained bug class, while the other rejected pairs are not overstated and the reasons match the issue titles. Confidence is appropriately moderate." + "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." }, "evaluator_used": true, "retried": false, @@ -5724,8 +5790,8 @@ "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": [ @@ -5787,14 +5853,14 @@ "issue:43688|issue:45704", "issue:44361|issue:44442", "issue:43646|issue:43749", - "issue:43688|issue:45701", "issue:43653|issue:44361", "issue:28282|issue:32090", + "issue:43688|issue:45701", "issue:44843|issue:44991", "issue:44479|issue:44936", "issue:30064|issue:33666", - "issue:28282|issue:33357", "issue:28282|issue:35141", + "issue:28282|issue:33357", "issue:44977|issue:45356", "issue:43577|issue:45588", "issue:43122|issue:43906", @@ -5807,252 +5873,240 @@ "issue:43550|issue:44361", "issue:32090|issue:34567", "issue:43504|issue:43720", - "issue:43504|issue:43550", "issue:43452|issue:44451", + "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:43504|issue:44610", - "issue:41720|issue:44464", "issue:43334|issue:43572", + "issue:41720|issue:44464", "issue:43525|issue:43572" ], - "prepared_review_unit_hash": "cfd7b06dd0bb98b4fd6ec86a9b826b941a7dec30a3f3dc9da28d0628d8e23a2c", + "prepared_review_unit_hash": "fe674c898a1b0bb6f14f0ab159162f5f465ae7700ccc648709e4484028ebc541", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38343, - "estimated_input_tokens": 9586, - "estimated_eval_tokens": 19428 + "serialized_chars": 38346, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate bug reports with only superficial overlap (same library/version or same subsystem). None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a generic Transformers 5.0 initialization regression that could umbrella several nearby version-breakage reports, unlike the narrower model- or tokenizer-specific issues.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most useful standalone umbrella issue in this set because it describes a widespread initialization regression rather than a single model-specific symptom.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but one is about BigBird mask-token registration/decoding and the other is about BOS/EOS insertion for mdeberta-v3; different failure modes and fixes." + "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": "One is about chunked generation with compiled forward, the other about recurrent state reset with cache; different code paths." + "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": "Siglip2 zero-probabilities and processor.tokenizer/image-passing regression are unrelated symptoms and components." + "reason": "Completely different failures: SigLIP zero probabilities vs processor.tokenizer/image-passing regression." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "One is a dtype propagation issue in Blip2 loading, the other is a model output mismatch in RTDetrV2; not the same bug." + "reason": "Unrelated model-loading dtype issue vs RTDetrV2 output mismatch." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The second is only an isolated reproduction of another issue number; there is no evidence it targets the same Qwen3 auto-device-map cudaErrorAssert." + "reason": "No shared bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of a different issue." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models and a T5 RMSNorm memory leak are separate implementation defects." + "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs T5/apex memory leak." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure affect different tokenizers and failure points." + "reason": "Both are tokenizer load failures, but for different tokenizer families and different exceptions." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom-model initialization breakage is not the same as FSDP CPU RAM-efficient loading being broken." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and a generic tokenization-change report do not describe the same underlying defect." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different symptoms: empty decode output vs task-time AttributeError." + "reason": "Different tokenizers and different errors; no same underlying bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import error and Trainer broadcast TypeError are unrelated environment/runtime problems." + "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast failure." + }, + { + "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 lookup in mistral regex patch is a different code path from tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Offline hub/model_info regression is unrelated to EMBEDDIA tokenizer loading failure." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression for several VLMs and trainer.evaluate() failing after train() are unrelated." + "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate after train." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different domains and bugs." + "reason": "Image-processor void-segmentation bug is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:28282", - "right": "issue:33357", + "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error in CLIP loading are not the same issue." + "reason": "Missing PyTorch ImportError is unrelated to embedding reinitialization after resize." }, { "left": "issue:28282", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "AutoModel import failure and token embedding resize reinitialization are unrelated." + "reason": "PyTorch missing ImportError does not match MacOS bus error in CLIP loading." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and tokenizer codec/regex regression in Kimi-K2.5 are separate." + "reason": "Different models and different regressions: flash-attention generation vs tokenizer codec/regex handling." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype handling and flash_attention.py crashing on s_aux=None affect different subsystems." + "reason": "Dtype handling in BLIP2 is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer output changes across versions and an isolated reproduction of another issue are not enough to conclude the same bug." + "reason": "Generic tokenization difference across versions is not the same as the isolated reproduction issue." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are distinct." + "reason": "BLIP2 dtype bug and MPS attention correctness issue are distinct." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM-125M load key error are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M loading key error." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig custom token IDs lost on save/load are different defects." + "reason": "BigBird special-token decoding issue is unrelated to DiaConfig custom token ID loss." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined video-path helper variables in multimodal token counting and Qwen2.5-VL rope index scaling are different bugs." + "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." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward generation inconsistency and flash-attention generation failure are separate generation-path issues." + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation into text config are unrelated Qwen3.5 problems." + "reason": "Video-input regression is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MLukeTokenizer task AttributeError." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "NoneType broadcast TypeError in Trainer and num_input_tokens_seen not updating are different Trainer bugs." + "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading failure in BeitForSemanticSegmentation and packed-weight unpacking in BitNet loading are different model-load paths." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Legacy-field pretrained loading and Bamba torch.compile SDPA failure are unrelated." + "reason": "Legacy-field model-loading bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and inability to load a specific tokenizer are different loading issues." + "reason": "GGUF path breakage and ScandiBERT loading failure are different problems." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType failure and Qwen2-VL multi-GPU training are not the same problem." + "reason": "Beit preset loading and Bamba torch.compile/SDPA are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Model preset loading with a legacy field and OmDet-Turbo processor/model input-size mismatch are separate." + "reason": "Both mention missing pad-token-related config fields, but they affect different models and different attributes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert on auto device mapping and compiled-forward generation inconsistency are different runtime failures." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are similar naming issues but on different configs and code paths." + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to chunked generation under compiled forward." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are separate model config regressions, not one duplicate bug." + "reason": "Same general theme of missing pad-token config fields, but different model families and different fields; not the same concrete bug." } ] }, @@ -6071,8 +6125,8 @@ "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": [ @@ -6126,13 +6180,13 @@ "issue:45584" ], "soft_pairs": [ - "issue:43278|issue:43688", "issue:44849|issue:45357", + "issue:43278|issue:43688", "issue:43756|issue:44913", - "issue:43493|issue:43825", "issue:43742|issue:44821", - "issue:43262|issue:45084", + "issue:43493|issue:43825", "issue:33666|issue:36010", + "issue:43262|issue:45084", "issue:43540|issue:43716", "issue:43720|issue:43927", "issue:43606|issue:43927", @@ -6141,13 +6195,13 @@ "issue:39692|issue:43493", "issue:43493|issue:43844", "issue:43720|issue:44361", - "issue:44964|issue:45405", "issue:33666|issue:36331", + "issue:44964|issue:45405", "issue:44488|issue:44843", "issue:43540|issue:44977", - "issue:43756|issue:45083", "issue:45200|issue:45229", "issue:44625|issue:45584", + "issue:43756|issue:45083", "issue:43824|issue:44589", "issue:43646|issue:44466", "issue:44589|issue:45520", @@ -6159,226 +6213,226 @@ "issue:43575|issue:45405", "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "c53fb539f95a512eb6a0c34f804b1cd37c43bb67b92baaef1b65c2c3348f09ea", + "prepared_review_unit_hash": "105c0d34f2184ad685509d066e1f8820bf60275ba8e5174893e96b712046e7ef", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37401, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes like loading, multimodal models, or config regressions, but they describe different concrete bugs and code paths. None of the proposed duplicate pairs should be merged. No PRs are present.", - "confidence": 0.98, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Different bugs: BF16/FP32 dtype drift between training and eval vs auxiliary-loss normalization in MoE models." - }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen3.5, but one is an output_hidden_states bug and the other is incorrect visual-encoder key serialization." + "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:43756", - "right": "issue:44913", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Different models and failures: Smollm3 RoPE-layer dropping vs GPTNeoX rotary_pct not persisting on reload." + "reason": "One is about BF16\u2192FP32 dtype drift during evaluate, the other about auxiliary-loss normalization; different bugs." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline() translation-task error message regression." + "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": "Different loading problems: MobileLLM key error vs AutoImageProcessor URL loading." + "reason": "MobileLLM key error vs AutoImageProcessor URL loading; unrelated failures." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to the non-template-node compile error." + "reason": "SigLIP2 implementation discrepancy is not the same as a pipeline() translation-support error message issue." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import failure." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and template compilation failure are different subsystems and bugs." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Different model families and code paths: Qwen3OmniMoe video processing vs Mistral-3 image-preprocessor dtype mismatch." + "reason": "Qwen3OmniMoe video-processing ValueError and Mistral-3 image-preprocessor dtype mismatch are distinct multimodal issues." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight unpacking during load is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different issue than DiaConfig token-ID persistence." + "reason": "CPU-offload device mismatch for bark-small is not the same bug as DiaConfig token-ID persistence." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MOE models, but one is an accelerate+deepspeed conversion problem and the other is a Transformers 5.0 load regression." + "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." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch is not the same as abnormal gradient growth under HfDeepSpeedConfig/ZeRO-3." + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation example mistakes are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 documentation example errors are documentation/example issues, while the other is an implementation discrepancy with JAX." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 fidelity mismatch is unrelated to the ZeRO-3 gradient issue." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient behavior are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Packed-weight loading bug and MLukeTokenizer AttributeError do not share the same failure mode." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Model-load failure for Phi-4 multimodal is unrelated to the unreleased MIN_PEFT_VERSION bump." + "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer.compute_loss signature mismatch are different trainer issues." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature break are different problems." + "reason": "Loading Phi-4-multimodal-instruct and an outdated MIN_PEFT_VERSION pin are not the same underlying problem." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading cjvt/sleng-bert is unrelated to the offline-mode failure in _patch_mistral_regex." + "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE-breaking model_info() calls are unrelated." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3 issues: video-input processing error vs flash-attention generation bug." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "Smollm3 RoPE-layer count bug does not match the qwen3_omni_moe helper-function behavior issue." + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting bug is unrelated to multi-GPU inference CUDA OOM." + "reason": "mm_token_type_ids defaulting for text-only fine-tuning is not the same as Gemma4 multi-GPU inference OOM." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are distinct bugs." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length helper behavior are different issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to the Float8 storage-object lookup failure." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are distinct import/runtime problems." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression is different from inconsistent lm_head.weight serialization." + "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." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the flash_attn KeyError on Python 3.13." + "reason": "Float8 storage resolution and flash_attn KeyError on Python 3.13 are unrelated dependency/import issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example errors are not the same as the regression around processor.tokenizer access and image inputs to tokenizer." + "reason": "SigLIP2 docs example errors and processor.tokenizer regression are different problems." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash from str.to() is a different failure than KV-cache continuation tensor indexing." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve issues but not the same underlying defect." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig pad_token_idx loss is unrelated to init_empty_weights/_is_hf_initialized argument handling." + "reason": "StableLmConfig missing pad_token_idx after v5 update and init_empty_weights _is_hf_initialized TypeError are separate config/init regressions." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field load failure is a different bug from bark-small CPU offload device mismatch." + "reason": "BEiT legacy-field load failure and bark-small CPU-offload device mismatch are unrelated loading bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the unreleased PEFT version bump." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and MIN_PEFT_VERSION packaging issue are not the same problem." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID corruption is not the same as MLukeTokenizer task-time AttributeError." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different model-specific failures." } ] }, @@ -6397,8 +6451,8 @@ "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": [ @@ -6455,8 +6509,8 @@ "issue:44521|issue:45290", "issue:44464|issue:45584", "issue:43994|issue:44493", - "issue:44792|issue:45405", "issue:43278|issue:43701", + "issue:44792|issue:45405", "issue:43606|issue:44112", "issue:29942|issue:30333", "issue:44554|issue:45446", @@ -6467,8 +6521,8 @@ "issue:43582|issue:44977", "issue:43232|issue:44849", "issue:15354|issue:38175", - "issue:37428|issue:43957", "issue:45072|issue:45198", + "issue:37428|issue:43957", "issue:39401|issue:44568", "issue:44315|issue:44849", "issue:43334|issue:43525", @@ -6478,20 +6532,20 @@ "issue:43493|issue:43701", "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "f6567a3845a819456f775998384c9b61689ac42295ea8e0421a1a8fefdc1ec96", + "prepared_review_unit_hash": "4545c5b60894cc1cea3b66ec9ec1dba0fbfce9c2b68d07ed3885d307f7aa4a70", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35029, + "serialized_chars": 35030, "estimated_input_tokens": 8758, "estimated_eval_tokens": 17772 }, @@ -6500,168 +6554,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a collection of mostly unrelated transformer bugs spanning tokenization, multimodal chat templates, generation, dtype/device issues, and CI failures. I don\u2019t see any soft pair that appears to be the same concrete underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the most active open issue here and has the strongest cross-reference signal, so it works best as a cluster anchor even though the items are not true duplicates.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue because it has the highest discussion/inbound activity and a concrete reproducible regression report.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Both are loading/token-related, but one is a Beit legacy-field load failure and the other is a BigBirdTokenizer special-token decode bug; different code paths." + "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 apply_chat_template, but one is multimodal assistant mask generation and the other is a tool-call tokenization crash; not the same bug." + "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": "Different generation failures in different models/features: compiled-forward chunked generation vs Whisper empty-transcription alignment handling." + "reason": "Unrelated generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "A SigLIP2 output regression is unrelated to the broad 'unexpected key with position id' issue, which points to a different model/state handling problem." + "reason": "Different symptoms and subsystems: SigLIP2 AutoModel/pipeline output corruption vs unexpected position-id key warnings across many models." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "A janus image-generation test failure and a PEFT version-pin issue are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Embedding dtype drift in eval and a resume_from_checkpoint key mismatch are separate behaviors with different causes." + "reason": "Janus image-generation test failure is unrelated to a PEFT minimum-version bump." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention devices, but one is a real CPU-offload mismatch and the other is a stale CI test; not the same underlying defect." + "reason": "CPU offload device mismatch in bark-small is not the same bug as a stale GraniteSpeech CI test." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention2 test failures and MLflow job-status reporting are unrelated subsystems." + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness bug and a PyTorch-version import guard in flex_attention are different issues." + "reason": "One is an MPS attention correctness issue; the other is a PyTorch version-gating import problem for AuxRequest. Different code paths." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a latest-transformers model-load failure are unrelated." + "reason": "ZeRO-3 gradient growth and model-loading failures under torch.device('meta') are unrelated." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "A specific mdeberta BOS/EOS regression is not the same as a vague tokenizer-version-change report." + "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." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids defaults are different multimodal bugs." + "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": "A compile-time template-node error and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Non-template node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation problems do not share the same code path." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "These are different generation-related regressions: sync_gpus kwargs handling vs output_hidden_states behavior." + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "A missing flash attention helper import is unrelated to meta-device model loading regressions." + "reason": "bfloat16 dtype mismatch issues are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are different bugs." + "reason": "ImportError for a flash-attention helper is not the same as meta-device model-loading breakage." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and missing BOS/EOS insertion in mdeberta are separate tokenizer defects." + "reason": "Both are tokenizer bugs, but offset_mapping is a different failure than missing BOS/EOS insertion." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied during model_init is unrelated to the Qwen3.5 hidden-states regression." + "reason": "Liger Kernel not applied with model_init is unrelated to a Qwen3.5 hidden-states bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different model configs and load paths; not enough to treat as the same bug." + "reason": "Both mention pad_token_id, but they are different model/config loading failures with distinct affected models and code paths." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An MPS attention correctness issue and a Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer access breakage and OmDet-Turbo image-size mismatch are different model/processor integration failures." + "reason": "Custom processor/tokenizer regression in v4.57.5 is not the same as OmDet-Turbo\u2019s image-size mismatch." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 text-only mm_token_type_ids handling and Qwen2.5-VL rope-index scaling are separate multimodal position-id issues." + "reason": "Different multimodal token-position bugs: defaults for mm_token_type_ids vs Qwen2.5-VL rope-index scaling." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "A SigLIP2 implementation discrepancy is not the same as a checkpoint resume key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatches." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory reclamation are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." } ] }, @@ -6680,8 +6734,8 @@ "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": [ @@ -6737,8 +6791,8 @@ "soft_pairs": [ "issue:44466|issue:45127", "issue:44792|issue:45563", - "issue:37428|issue:43824", "issue:43873|issue:44464", + "issue:37428|issue:43824", "issue:43572|issue:44987", "issue:43388|issue:43526", "issue:43572|issue:43957", @@ -6755,33 +6809,33 @@ "issue:38175|issue:43493", "issue:43278|issue:43856", "issue:43827|issue:43901", - "issue:43653|issue:44112", "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:44561|issue:44779", "issue:45290|issue:45381", - "issue:37428|issue:43425", "issue:44462|issue:44561", + "issue:37428|issue:43425", "issue:44610|issue:44857", "issue:43819|issue:44112" ], - "prepared_review_unit_hash": "8900d69b755feb63dabd49649524c143250a9cc91ada5dd59bf094b15aa70ebe", + "prepared_review_unit_hash": "c0e10bdfe1d619adf915ffea4906fd727b166ecc1fd42652a18405fbfbc2cdb1", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37287, + "serialized_chars": 37285, "estimated_input_tokens": 9322, "estimated_eval_tokens": 18900 }, @@ -6790,198 +6844,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share broad topical similarity but not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out; the items span unrelated regressions across import errors, tokenizers, chat templates, processors, training, docs, and memory/loading behavior.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not a single underlying defect but many distinct problems with only superficial similarity.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Different bugs: one is about inconsistent lm_head.weight serialization, the other about LoRA merge collapse with extended vocabulary and tied embeddings." + "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": "Different symptoms and code paths: janus image-generation test failure vs a stale num_return_sequences warning in paged generate()." + "reason": "One is a Janus image-generation test failure; the other is a stale `num_return_sequences` warning in paged generate." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different regressions; not the same underlying fix." + "reason": "Quantization/offloading behavior is unrelated to chunked generation inconsistencies under compiled forward." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Quantization offloading behavior and chunked generation with compiled forward are unrelated concrete problems." + "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": "Version-related loading failures, but with different models and failure modes; too broad to treat as one bug." + "reason": "StableLm config metadata loss is unrelated to a model-loading failure for `physical-intelligence/fast`." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is a gather_for_metrics truncation issue and the other is a BeitImageProcessorFast reduce_labels bug." + "reason": "Both affect labels, but one is distributed metrics gathering and the other is BeitImageProcessorFast label reduction." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Different regressions: missing StableLmConfig field vs meta-device loading failures in some models." + "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": "Training instability under ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + "reason": "ZeRO-3 gradient growth during training is not the same bug as `trainer.evaluate()` failing after training." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are separate issues." + "reason": "Qwen2.5-VL import/export issue and DeepSeek detokenization regression are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video processor shape bug are different code paths." + "reason": "Processor/tokenizer regression and batched video-shape bug are separate multimodal issues." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template-related, but one is a batching crash with padding=False and the other is incorrect assistant masks for multimodal inputs." + "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." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory not releasing are unrelated." + "reason": "SigLIP2 probability output issue and RT-DETR memory reclamation are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor/tokenizer regression vs quantization offloading issue; no shared concrete bug." + "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a missing Qwen2.5-VL export." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model-specific problems." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Different regressions in different models: processor/tokenizer access vs SigLIP2 inference correctness." + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 producing bad results through AutoModel/pipeline." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation issue and removal of is_torch_fx_available breaking remote-code models are unrelated." + "reason": "A DSA indexer discussion is unrelated to v5 removal of `is_torch_fx_available` breaking remote code." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are distinct tokenizer problems." + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities while the other is an implementation discrepancy against JAX; not identical." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are different problems." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they cover different removed/deprecated pipeline APIs and are not the same change." + "reason": "Both are docs regressions, but they reference different removed/changed APIs and are not the same change." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + "reason": "LaserFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate bugs." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "LASR feature extractor center-arg crash and Whisper empty-transcription failure after align_special_tokens are different audio bugs." + "reason": "Tokenizer special-token registration and a stale CI device-override test are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video batch shape bug and SigLIP2 HF-vs-JAX discrepancy are separate issues." + "reason": "Video processor batched shape handling is not the same concrete bug as SigLIP2 HF vs JAX output mismatch." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and a categories-count runtime error are unrelated." + "reason": "LoRA/tied-embedding collapse and the 2^24 category limit error are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape error and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct TP OOM are different problems." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC.from_latents mismatch and a Qwen3 Omni MoE feature-length helper issue are different code paths." + "reason": "DAC latent reconstruction mismatch and `_get_feat_extract_output_lengths` behavior are unrelated helper/model issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated." + "reason": "Removal of `is_torch_fx_available` breaking trust-remote-code is unrelated to DeepSeek tokenization regressions." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug are distinct multimodal issues." + "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." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are not the same bug." + "reason": "AutoTokenizer ignoring `tokenizer.json` and removal of `is_torch_fx_available` are unrelated API regressions." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Tokenizer.json lookup behavior and trust_remote_code breakage from is_torch_fx_available removal are unrelated." + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are not the same bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different failures." + "reason": "OmDet-Turbo processor/model size mismatch and LwDetrImageLoss AMP crash are different issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion mismatch and GraniteSpeech CI test failure do not share a concrete underlying defect." + "reason": "DAC forward/from_latents mismatch is unrelated to the GraniteSpeech stale CI test." } ] }, @@ -7000,8 +7060,8 @@ "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": [ @@ -7054,11 +7114,11 @@ "issue:45712" ], "soft_pairs": [ - "issue:44857|issue:45593", "issue:43262|issue:43450", + "issue:44857|issue:45593", "issue:43278|issue:43825", - "issue:43606|issue:45083", "issue:45200|issue:45588", + "issue:43606|issue:45083", "issue:44448|issue:44743", "issue:45310|issue:45478", "issue:37428|issue:44351", @@ -7074,8 +7134,8 @@ "issue:44855|issue:45083", "issue:43335|issue:45083", "issue:44448|issue:44779", - "issue:43335|issue:43504", "issue:39692|issue:44493", + "issue:43335|issue:43504", "issue:43550|issue:44112", "issue:38175|issue:44493", "issue:44977|issue:45229", @@ -7084,223 +7144,235 @@ "issue:40444|issue:43526", "issue:43723|issue:44554", "issue:43335|issue:45593", - "issue:43720|issue:44112", - "issue:44568|issue:45491" + "issue:44568|issue:45491", + "issue:43720|issue:44112" ], - "prepared_review_unit_hash": "4893f886797557ded8acb589c8cb11294498b33c3967d3abc36fb83bb9e3b9d7", + "prepared_review_unit_hash": "606cbfb1eb5b8d2c0f983023d00af15d20f050b204d01db463d2dea65452a51a", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "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 across many model families and subsystems. The only clear duplicate is the repeated Qwen3.5 MoE `from_pretrained` regression; the rest are only loosely similar by broad theme and should stay separate.", + "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 best canonical issue because it is the cleaner, earlier report of the Qwen3.5 MoE `from_pretrained` regression, and it is an exact duplicate of issue:45478.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45310 is the strongest representative issue in the cluster since it has a clear, concrete failure mode and matches another report verbatim.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both are vision/detection losses, but they describe different failures: AMP/CUDA crash vs missing auxiliary losses." + "reason": "Audio chat-template sampling-rate behavior and batched video shape output are different subsystems and different bugs." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different media pipelines and different bugs: audio chat-template sampling rate vs batched video output shape." + "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE missing auxiliary losses." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "One is a dtype regression in evaluation, the other is a v5 pipeline error-message issue; no shared code-path bug." + "reason": "BF16/FP32 dtype drift in eval is unrelated to a pipeline translation-task error message." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Completely different components: CPU offload device mismatch vs a Qwen3 Omni MoE feature-length helper behavior." + "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` crash are unrelated code paths." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different models and failures: Gemma4 token-type defaults vs flash-attention crash on sink-less models." + "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": "Both affect generation behavior, but the concrete bugs differ: Pegasus output drift vs Qwen3.5 recurrent-state reset." + "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 exact reported bug: Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0." + "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": "Both are import errors, but they involve different symbols and different failure causes." + "reason": "Missing flash-attention helper import and missing `HybridCache` import are unrelated import failures." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not share a concrete root cause." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different models and paths: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer initialization and Bamba SDPA/torch.compile failure are separate model bugs." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are loading problems, but one concerns `base_model_prefix` and the other a specific Qwen3-VL weight-shape mismatch." + "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc-example issues and BeitImageProcessorFast label reduction are unrelated processor/model bugs." + "reason": "SigLIP2 docs/model mismatch and Beit fast processor label reduction bug are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different code paths: DAC latent decoding mismatch vs widespread unexpected position-id key warnings." + "reason": "DAC `from_latents` mismatch and unexpected position-id keys affect different models and logic." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal inputs, but one is token-type defaults and the other is incorrect vision position IDs." + "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and Qwen2.5-VL video position IDs are distinct multimodal bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model bugs: sparse-layer creation vs BigBird mask token registration." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "A model-specific layoutlmv3 error message issue is not the same bug as Trainer GPU broadcast failing on NoneType." + "reason": "LayoutLMv3 box validation messaging and Trainer broadcast type handling are different issues." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different runtime failures: Qwen-3-8B-NVFP4 execution vs a Python 3.13 `flash_attn` import key error." + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import error are different failures." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 Python 3.13 parsing/import issue is unrelated to the Qwen3 Omni MoE helper function behavior." + "reason": "DebertaV2 Python 3.13 import parsing bug and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:43335", - "right": "issue:43504", + "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": "Both touch model setup, but one is SwitchTransformers config creation and the other is BEiT pretrained loading legacy-field handling." + "reason": "Pegasus v4/v5 output change and Deepseek tokenizer regression are different model classes and failure modes." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "A SigLIP2 documentation/example regression is not the same as a broad position-id key issue across many models." + "reason": "SigLIP2 docs example issues are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config creation and Beit semantic-segmentation legacy-field loading are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A model compilation/SDPA bug and a stale CI device-override test are different problems." + "reason": "Bamba SDPA/compile failure and GraniteSpeech stale CI override are not the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 are unrelated to unexpected position-id keys." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different areas." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are distinct performance/behavior issues." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different model families and symptoms: SwitchTransformers sparse-layer config vs bfloat16 inference dtype mismatches." + "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are different regressions." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error hiding and dummy-class cleanup are unrelated repository issues." + "reason": "Tokenizer error suppression with protobuf missing and dummy-class leakage are unrelated maintenance bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and Beit label reduction bug do not match." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + "reason": "Tokenizer loading regression in v5 and MPS attention correctness issue are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior do not share the same code-path." + "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech CI device override test are different failures." + "reason": "mDeBERTa special-token addition regression and Gemma3 NaN embeddings are different tokenizer/model problems." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under sliding-window attention are unrelated." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated CI/runtime issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the cluster is indeed dominated by disparate issue titles across unrelated subsystems, and the Qwen3.5 MoE `from_pretrained` pair is the only clear duplicate based on identical titles and chronology. The soft-edge rejections are conservative overall and do not overstate linkage." + "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." }, "evaluator_used": true, "retried": false, @@ -7316,8 +7388,8 @@ "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": [ @@ -7337,6 +7409,7 @@ "issue:43329", "issue:43381", "issue:43412", + "issue:43421", "issue:43550", "issue:43606", "issue:43653", @@ -7345,7 +7418,6 @@ "issue:43927", "issue:43976", "issue:43994", - "issue:44186", "issue:44448", "issue:44451", "issue:44462", @@ -7357,7 +7429,6 @@ "issue:44987", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", "issue:45245", "issue:45372", @@ -7365,6 +7436,7 @@ "issue:45412", "issue:45440", "issue:45459", + "issue:45491", "issue:45520", "issue:45563", "issue:45588", @@ -7382,9 +7454,9 @@ "issue:44977|issue:45563", "issue:43701|issue:45083", "issue:43873|issue:44493", + "issue:43412|issue:45588", "issue:43550|issue:45083", "issue:43976|issue:45440", - "issue:43412|issue:45588", "issue:29942|issue:35141", "issue:43873|issue:45229", "issue:45245|issue:45563", @@ -7397,240 +7469,240 @@ "issue:43065|issue:45412", "issue:44448|issue:44466", "issue:44451|issue:45520", - "issue:25251|issue:32090", "issue:44857|issue:45588", + "issue:25251|issue:32090", "issue:43653|issue:44743", "issue:43278|issue:43381", "issue:43994|issue:45412", "issue:42915|issue:42994", - "issue:44186|issue:45198" + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "6205f2b30e277a15cc26d0234eec7189de6b5085e8cb8bf75bb5b50676e7cd96", + "prepared_review_unit_hash": "6ac74e94920b4b7575543d0dbd1782a2a0e5b9c6b757ae4e7acc4f0b80fe77a1", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37489, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "serialized_chars": 37552, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are superficially similar in wording but describe different models, features, and failure modes; I found no strong duplicate pairs. The most central issue is the open offloading/quantization report.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports across model loading, quantization, tokenization, attention, and training/eval behavior. I do not see any soft pair that clearly describes the same underlying bug/change, so all candidate links should be rejected.", "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the most central/open item in the set, with the most inbound references and discussion; its offloading/quantization scope is broad enough to act as the cluster representative.", + "canonical_issue_reason": "issue:43873 is the best anchor only because it has the highest activity and broadest user impact in the set; however, the cluster does not form a tight duplicate group around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is open, broadly scoped, and appears to be the most referenced problem in the group.", + "best_issue_reason": "issue:43873 is the most representative/general issue in the list, but it is still only loosely related to the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different bug classes: model loading regression for Llama 3.2 vision vs. output embedding reinitialization after resize/tied weights." + "reason": "Different failure modes: model loading regression vs embedding reinitialization after resize. Same area, not the same bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both mention output differences, but one is Pegasus v4/v5 behavior and the other is Qwen3.5 flash-attention generation; different code paths." + "reason": "Both mention generation/output differences, but one is Pegasus v4/v5 parity and the other is flash-attention behavior on Qwen3.5; different code paths." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device-mismatch offload failure for bark-small vs. AMP float16 crash in LwDetrImageLoss; unrelated symptoms and subsystems." + "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP/CUDA crashing." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "One is a loss/AMP CUDA crash, the other is a dtype mismatch during bfloat16 inference in different models." + "reason": "Different models and causes: AMP loss crash vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 vs. AutoTokenizer ignoring tokenizer.json; related area, but not the same underlying bug." + "reason": "Tokenizer serialization/loading issues, but one is decoder type migration in v5 and the other is AutoTokenizer ignoring repository tokenizer.json; not the same bug." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Different import/version issues: missing flash attention symbol vs. failing model load for physical-intelligence/fast." + "reason": "ImportError for a flash-attention helper versus a model-specific load failure for physical-intelligence/fast; no concrete overlap." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load and custom module handling, but one is config token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained." + "reason": "Both involve save/load and custom tokenizer/module state, but one is DiaConfig token IDs and the other is loading the wrong custom module; different defects." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common vs. flash_attention.py crashing on s_aux=None; different failure points." + "reason": "Gemma4 processor import dependency failure is unrelated to flash_attention.py crashing on sink-less models." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + "reason": "One is incorrect generation with flash-attention, the other is a stale warning about num_return_sequences in paged generate()." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch vs. unexpected helper output lengths in qwen3_omni_moe; unrelated bugs." + "reason": "Checkpoint key mismatch is unrelated to a feature-extract output-length helper bug." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Offloading/quantization behavior vs. unexpected position-id key warnings; not the same code-path problem." + "reason": "Quantization/offloading behavior is not the same as unexpected position-id keys in many models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3 executorch export guard/support issues are unrelated to flash_attention.py None-handling." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile with SDPA in Bamba vs. a feature-extraction length helper bug in qwen3_omni_moe; different models and failures." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length calculation behavior." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue vs. DeepseekV3MoE divergence from remote implementation; unrelated." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export issues and flash-attention sinkless-model crash are distinct export/runtime paths." + "reason": "Python version support problem is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after resize." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading bug vs. multi-GPU CUDA OOM for Gemma4; different resource problems." + "reason": "Quantization/offloading issue is different from Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to a generate() warning." + "reason": "Category-limit runtime error is unrelated to the paged generate stale warning." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift between train/eval vs. multimodal token counting bug in video branch; different components." + "reason": "Embedding dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error vs. MacOS bus error with CLIP; different platforms and failure modes." + "reason": "Trainer _gpu_broadcast_one NoneType error and MacOS bus error in a CLIP model are different issues." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both affect Gemma 4, but one is a processor import dependency issue and the other is a missing _tokenizer attribute in transformers serve." + "reason": "Gemma4 processor import dependency breakage is not the same as Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping CUDA assert for Qwen3 vs. Gemma4 multi-GPU OOM; not the same bug." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d issue vs. SigLIP2 nonsensical AutoModel/pipeline results; different models and causes." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 bad outputs with AutoModel/pipeline." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import regression vs. protobuf-related tokenizer error masking; unrelated." + "reason": "ReasoningEffort import breakage is unrelated to tokenizer error masking when protobuf is missing." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as RT-DETR memory not being released." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output changes across versions vs. lm_head.weight serialization inconsistency; both are version-related but different underlying defects." + "reason": "Both concern version differences, but Pegasus output changes and lm_head serialization are distinct bugs." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading problem vs. Python 3.13 flash_attn import KeyError; unrelated loader vs. optional-dependency issue." + "reason": "Loading a specific model and a flash_attn KeyError on Python 3.13 are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType failures." + "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less model attribute error." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "AMP loss crash and flash_attention sinkless-model crash are different runtime failures." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs. recurrent state reset in modular_qwen3_5; different subsystems." + "reason": "BigBirdTokenizer special-token registration is unrelated to qwen3_5 recurrent state reset with cache." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype change in eval vs. gradient checkpointing disallowed in eval mode; not the same issue." + "reason": "Embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs vs. RT-DETR memory leak; separate problems." + "reason": "SigLIP2 wrong outputs are unrelated to RT-DETR memory retention." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs. quantized model saving failure; both quantization-related but not the same concrete bug." + "reason": "Qwen3Moe FineGrainedFP8 failure and quantized model saving failure are both quantization-adjacent but clearly different bugs." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs. Wav2Vec2 save_pretrained/tokenization failure; unrelated tokenizer behaviors." + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from mixed-length batching." } ] }, @@ -7649,8 +7721,8 @@ "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": [ @@ -7672,7 +7744,6 @@ "issue:43334", "issue:43381", "issue:43388", - "issue:43421", "issue:43526", "issue:43531", "issue:43653", @@ -7704,245 +7775,250 @@ "issue:45593" ], "soft_pairs": [ - "issue:43421|issue:45491", + "issue:44186|issue:45198", "issue:44361|issue:45198", - "issue:43756|issue:45440", "issue:44206|issue:44479", - "issue:44265|issue:45198", + "issue:43756|issue:45440", "issue:44871|issue:44977", + "issue:44265|issue:45198", "issue:43257|issue:43278", "issue:29942|issue:30064", "issue:44610|issue:45412", - "issue:45440|issue:45593", "issue:29127|issue:34567", - "issue:45103|issue:45372", + "issue:45440|issue:45593", "issue:32090|issue:33290", + "issue:45103|issue:45372", "issue:33357|issue:39692", "issue:43824|issue:44279", - "issue:43381|issue:43701", "issue:45072|issue:45229", + "issue:43381|issue:43701", "issue:43334|issue:43531", "issue:43653|issue:44442", "issue:43526|issue:44186", "issue:29942|issue:36010", "issue:44464|issue:45491", - "issue:29127|issue:33357", "issue:44977|issue:45245", + "issue:29127|issue:33357", "issue:42915|issue:43931", "issue:29127|issue:35141", "issue:43232|issue:43388", "issue:43526|issue:44857", - "issue:43262|issue:44206", - "issue:44442|issue:45072" + "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "a9a86d85228a5dbe3eeb5a0868ab06d8a24021afbccb6bbf58e9ed6e55838fad", + "prepared_review_unit_hash": "2fa5a93635597d7547e896421b0481a3b572bbfb26af35978797d48dd40ea6a1", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36814, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, vision, audio, training, and dtype/precision bugs. I do not see a credible duplicate core, and there are no PRs to consolidate.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items are not the same underlying bug and should not be merged as duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not a coherent duplicate set; the similarity signal appears to be broad Transformers/topic overlap rather than shared root cause.", - "best_pr_reason": null, + "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.", "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Different problems: runtime special-token post-processing update vs Gemma3 NaN embeddings from sliding-window/all-padding behavior." + "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": "Different models and failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save_pretrained/tokenization breakage." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Both are model-specific, but they describe different bugs: Smollm3 RoPE layer dropping vs DeepSeekV3 implementation divergence." + "reason": "Unrelated tokenizer bugs affecting different models and code paths." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature argument in LASR extractor vs Qwen video-input regression; unrelated code paths." + "reason": "Audio feature extractor center-arg crash is unrelated to Qwen video input regression." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenizer/save_pretrained issues." + "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 a different bug from Qwen3.5 flash-attention generation failures." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is not the same bug as Wav2Vec2 tokenization/save issues." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Accelerate/deepspeed weight conversion issue vs embedding dtype drift between train and eval; different symptoms and causes." + "reason": "Different problems: deepspeed weight conversion vs embedding dtype drift during evaluation." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing in an image processor." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor size mismatch vs RT-DETR memory not being released; not the same defect." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepSeekV3 native-vs-remote divergence and D-FINE auxiliary-loss omission are distinct model bugs." + "reason": "Processor size mismatch and model memory leak are different code paths and symptoms." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updating are unrelated issues." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to TrainerState token counter updates." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "auto_docstring annotation handling vs missing ReasoningEffort import; different subsystems." + "reason": "DeepSeekV3 parity divergence is not the same issue as D-FINE auxiliary-loss behavior." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error in Trainer vs deepspeed/adafactor OOM; no shared root cause." + "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." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with CLIP and SigLIP2 doc/example mismatch are different bugs." + "reason": "Different model families and failures: MacOS bus error vs docs example mismatch/quantization problem." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2_5_VL import failure is not the same as a generic transformers dependency issue." + "reason": "Specific missing Qwen2_5_VL export is not the same as a vague dependency issue." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45072", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training bugs." + "reason": "Bfloat16 dtype mismatch in inference is unrelated to multi-GPU CUDA OOM." }, { - "left": "issue:45072", - "right": "issue:45229", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "bf16 dtype mismatch in inference is unrelated to Gemma4 multi-GPU OOM." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are different bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL differs from Qwen3-MoE sliding_window behavior." + "reason": "Both are Qwen3-related, but one is a missing pad_token_id load failure and the other is a sliding_window generation bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "BigBirdTokenizer special-token registration issue is unrelated to FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes affect different components." + "reason": "BEiT label reduction bug and LayoutLMv2 tokenizer crash are different subsystems and errors." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test regressions are unrelated to the GenerationMixin import error." + "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 a different bug from Gemma3 sliding-window NaNs." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 mixed-length NaN embeddings." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." + "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the category-count limit runtime error." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error share no concrete code path." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Qwen3 MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization on resize are unrelated." + "reason": "LayoutLMv3 error messaging and post_init embedding reinitialization are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg handling after sync_gpus and gather_for_metrics label truncation are different code paths." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label dropping are separate trainer behaviors." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "ImageProcessor label reduction bug vs CUDA float16 AMP crash in LwDetrImageLoss; unrelated." + "reason": "Label reduction in BEiT processor is unrelated to LwDetrImageLoss AMP crashes." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LASR feature-extractor argument handling." + "reason": "Flash-attention CI failures are not the same as the GenerationMixin import error." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation bugs with different triggers: compiled forward vs sliding-window/all-padding NaNs." + }, + { + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer loading failure and bf16 inference dtype mismatch are not the same underlying bug." + "reason": "No shared underlying defect; one is flash-attention generation, the other a categories cardinality limit." } ] }, @@ -7961,8 +8037,8 @@ "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": [ @@ -8003,6 +8079,7 @@ "issue:44898", "issue:44977", "issue:45003", + "issue:45072", "issue:45216", "issue:45290", "issue:45372", @@ -8016,15 +8093,16 @@ ], "soft_pairs": [ "issue:43441|issue:45588", + "issue:44442|issue:45072", "issue:43761|issue:44079", "issue:43526|issue:43994", - "issue:45003|issue:45440", "issue:43723|issue:45479", + "issue:45003|issue:45440", "issue:44743|issue:44811", "issue:43452|issue:45588", "issue:43316|issue:43525", - "issue:43646|issue:44077", "issue:43575|issue:43701", + "issue:43646|issue:44077", "issue:45588|issue:45600", "issue:44479|issue:45290", "issue:44977|issue:45584", @@ -8033,8 +8111,8 @@ "issue:43575|issue:44387", "issue:42907|issue:45698", "issue:43994|issue:44206", - "issue:43873|issue:45588", "issue:39692|issue:45491", + "issue:43873|issue:45588", "issue:34689|issue:43611", "issue:33290|issue:34567", "issue:44442|issue:44898", @@ -8043,127 +8121,133 @@ "issue:43381|issue:43873", "issue:33290|issue:35141", "issue:43550|issue:44743", - "issue:41628|issue:45372", - "issue:44077|issue:44479" + "issue:44077|issue:44479", + "issue:41628|issue:45372" ], - "prepared_review_unit_hash": "e5d3b97c019d126817440bb3cea49e897166e1ddcd31f80083c7279070405d2f", + "prepared_review_unit_hash": "2f3bb58ed2f4bf18c05839f02458e57f0b0d8b1b10e85826e9e86cf3ad0a47c2", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36194, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of superficially similar but distinct Transformers bugs; none of the soft pairs look like true duplicates. Several involve loading/saving, attention, tokenizer, or model-output issues, but the concrete failure modes differ.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45588 is the most central concrete bug report in this cluster and appears in multiple soft-similarity links, but it should be treated as an anchor rather than a duplicate umbrella.", + "summary": "This cluster is highly heterogeneous: the items are mostly unrelated closed issues across different models, APIs, and subsystems, with only superficial keyword overlap (e.g., loading, OOM, flash attention, quantization). I do not see a true duplicate set here.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bug reports and regressions in different code paths, so a single issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the best representative issue because it is specific, actionable, and the most hub-like item among the candidates, even though it does not unify the others.", + "best_issue_reason": "No issue here is a strong representative for the whole cluster; at best these are thematically similar Transformers regressions, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different bugs: model-specific FlashAttention generation failure vs a flash_attention.py AttributeError on s_aux=None for sink-less models." + "reason": "Both mention flash attention, but they describe different failures: a Ministral-3 model regression vs an AttributeError on `s_aux=None` in sink-less models." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Completely different problems: tokenizer loading for FastSpeech2Conformer vs dtype mismatch in bfloat16 inference for SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Related area, but not the same bug: one is CLIPVisionModel.forward dropping hidden_states, the other is ModelOutput key assignment when a value was previously None." + "reason": "One is a CLIPVisionModel forward regression; the other is a generic ModelOutput key assignment bug. Similar symptom shape, different code paths." }, { "left": "issue:43526", "right": "issue:43994", "accept": false, - "reason": "Different model/processor failures: BeitImageProcessorFast reduce_labels behavior vs SigLIP2 nonsensical outputs with AutoModel/pipeline." + "reason": "Different subsystems: BEiT image processor label reduction vs SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Unrelated issues: unsafe sys.modules access in modeling_utils vs DeepseekV3MoE diverging from remote implementation." + "reason": "Tokenizer loading in v5 and sequence-classification zero-loss behavior are unrelated issues affecting different APIs." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Different failure modes: AutoTokenizer loading in v5 vs degenerate zero-loss classification with num_labels=1." + "reason": "Unsafe `sys.modules` access in modeling_utils and DeepSeekV3MoE implementation divergence are unrelated bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Separate code paths: recurrent state reset with cache/seq_len>1 vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different functionality entirely: Qwen3.5 cache/recurrent-state handling vs Whisper batch_decode special-token handling." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to the flash_attention integration crash." + "reason": "gguf_file loader breakage is a from_pretrained/loading-path issue, while 45588 is a flash-attention crash on `s_aux=None`." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API inconsistencies, but they concern different models and different missing attributes; not the same underlying bug." + "reason": "Both are config/API discrepancies, but for different models and different missing fields; not the same underlying bug." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Broadly about initialization, but not the same concrete defect: generic v5 custom model init breakage vs patchtsmixer-specific optional post_init handling." + "reason": "OOM on TP loading a Qwen model and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Different problems: tensor-parallel OOM while loading a model vs resume_from_checkpoint key mismatch." + "reason": "Both touch model initialization, but 43646 is a broad v5 custom-model breakage while 44077 is a specific patchtsmixer post_init policy issue." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Both involve internals around loading/integration, but one is a flash_attention crash and the other is a stale auto_mappings reference causing CI breakage." + "reason": "One is a flash-attention runtime crash; the other is a stale auto_mappings reference to removed Sam3LiteText configs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different regressions: video input handling for Qwen variants vs apply_chat_template crashing on tool-call assistant messages with no content." + "reason": "Video-input regression for Qwen multimodal models and chat-template tool-call crash are different features and code paths." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Both are generation-related, but one is a Qwen3.5 flash-attention issue and the other is Whisper empty-transcription handling after align_special_tokens." + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different bugs: hidden_states not returned vs divergent attention kernels under torch.compile branching." + "reason": "Both concern model outputs under special settings, but one is CLIPVision hidden_states handling and the other is attention kernel divergence under torch.compile." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are load/save regressions, but one is weight-shape mismatch for a Qwen3-VL checkpoint and the other is incorrect checkpoint saving for Qwen3.5." + "reason": "Shape mismatch when loading Qwen3-VL weights is unrelated to Qwen3.5 save_pretrained producing an incorrect checkpoint." }, { "left": "issue:43575", @@ -8175,85 +8259,79 @@ "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both mention save/load behavior, but one is saving dequantized models and the other is loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different save/load issues." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "Different concrete regressions: SigLIP2 wrong outputs vs LasrFeatureExtractor crashing on an unsupported center argument." + "reason": "SigLIP2 bad outputs and a feature extractor `center` argument crash are different bugs." }, { - "left": "issue:43873", - "right": "issue:45588", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Different subsystems and failure modes: quantization/offloading behavior vs flash_attention integration AttributeError." + "reason": "Documentation example errors for SigLIP2 are unrelated to Gemma3 mixed-length batching NaN embeddings." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43873", + "right": "issue:45588", "accept": false, - "reason": "One is a docs/example problem for SigLIP2, the other is a runtime NaN bug in Gemma3 with sliding-window attention." + "reason": "Quantization/offloading behavior is unrelated to the flash-attention `s_aux=None` crash." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they involve different root causes and different affected paths/models." + "reason": "Both are model-loading regressions, but they affect different releases and different failure modes; not the same underlying issue." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Unrelated trainer/runtime issues: Adafactor+DeepSpeed OOM vs TrainerState.num_input_tokens_seen not updating." + "reason": "OOM with Adafactor in DeepSpeed and TrainerState token-count tracking are unrelated training bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different tokenizer vs image-classification bugs; no shared concrete code path." + "reason": "Tokenizer loading failure vs Perceiver image classification failure with interpolate_pos_encoding are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Different concerns: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + "reason": "SigLIP2 implementation discrepancy and documentation references to removed pipeline() APIs are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM during training with DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Training OOM in DeepSpeed and Llama 3.2 vision model-loading breakage are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization offloading are separate features with different failure modes." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are different problems." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training OOM is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Adafactor/DeepSpeed OOM is unrelated to embedding reinitialization in post_init after resizing token embeddings." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Different code paths: Bamba SDPA torch.compile failure vs Qwen3.5 recurrent state reset with cache." + "reason": "torch.compile + SDPA failure in Bamba and Qwen3.5 recurrent-state reset are different model/runtime bugs." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import-related, but one is a direct AutoImageProcessor import removal issue and the other is a Gemma 4 processor dependency/import failure." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "PatchTSMixer post_init handling is unrelated to Qwen video-input regressions." + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading broken by `ReasoningEffort` import error are distinct import issues." } ] }, @@ -8272,8 +8350,8 @@ "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": [ @@ -8332,12 +8410,12 @@ "issue:43720|issue:44442", "issue:43749|issue:43931", "issue:43873|issue:44871", - "issue:33290|issue:45656", "issue:44855|issue:45137", + "issue:33290|issue:45656", "issue:34689|issue:36010", - "issue:43673|issue:44743", "issue:43381|issue:43856", "issue:43316|issue:44877", + "issue:43673|issue:44743", "issue:43540|issue:44514", "issue:44162|issue:44792", "issue:42175|issue:43316", @@ -8345,199 +8423,199 @@ "issue:43381|issue:43742", "issue:41950|issue:43475", "issue:43316|issue:43716", - "issue:25251|issue:28282", "issue:16998|issue:22355", + "issue:25251|issue:28282", "issue:43388|issue:43688", "issue:43295|issue:43825", "issue:43065|issue:44617", "issue:44871|issue:45584", - "issue:43761|issue:44479", - "issue:45127|issue:45200" + "issue:45127|issue:45200", + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "494d070670bd1ce22f40ebf12ef7b4a2150f99566e558c309d20098aaaa03a33", + "prepared_review_unit_hash": "ebaf08cfc1b275d535c8ac899da5bbfb060ccb4e10326c7b58fb8285b549cf3a", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35389, - "estimated_input_tokens": 8848, - "estimated_eval_tokens": 17952 + "serialized_chars": 35386, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers bug reports around model/config loading, processor behavior, and regression issues, but the items are not duplicates of one another. The soft edges are similarity-only and should be rejected.", - "confidence": 0.78, - "canonical_issue_reason": "No single issue fully represents the cluster, but issue 43643 is the best anchor because it is a concrete config-loading regression with a broad API surface (`AutoConfig.from_pretrained` returning incomplete objects).", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43643 is the most suitable single representative: it is specific, user-facing, and sits in the center of the broader config/load regression theme present in several nearby issues.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is missing fields on load and the other loses `rotary_pct` on reload; different bugs and code paths." + "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": "Local dataset loading error vs missing `model_type` in model config; unrelated failure modes." + "reason": "These are unrelated: local dataset loading in a trainer script versus unrecognized model/config loading for a specific model repository." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug and AutoTokenizer tokenizer-class loading failure are distinct issues." + "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 RAM-efficient loading vs Qwen3-VL shape mismatch are different model-loading problems." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos-token config mismatch are unrelated." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are separate model-loading bugs with no shared code path evident." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both involve DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is duplicate optimizer stepping." + "reason": "Quantization/offloading behavior and Gemma-3 EOS token config mismatch are unrelated; only the general model-configuration context overlaps." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing error in DebertaV2 vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque underflow are distinct runtime errors in different subsystems." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "A model-loading regression for Llama 3.2 Vision is not the same as a missing `GenerationMixin` import path." + "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:43673", - "right": "issue:44743", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Chunked prefill cache regression and Qwen3_5 recurrent-state reset are different cache/state bugs." + "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." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and MoE training memory usage are separate concerns." + "reason": "Gradient checkpointing in eval mode and MoE memory inefficiency are different training-time issues with different root causes." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and strict config rejection for granite_speech are not the same bug." + "reason": "Gemma3TextConfig API inconsistency and strict config preventing granite_speech loading concern different config classes and behaviors." + }, + { + "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." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe and batched chat-template padding crashes in Qwen2_5_VLProcessor are different code paths." + "reason": "Video-input processing in Qwen3OmniMoe and Qwen2_5_VLProcessor chat-template batching are different preprocessing paths and errors." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus generate-images test failure are unrelated." + "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific issues." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend-install packaging issue vs config API discrepancy; no shared underlying defect." + "reason": "Missing TensorFlow backend in a torch extra install and Gemma3TextConfig API discrepancy are not the same bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct regressions." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are different model implementation problems." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient-checkpointing eval-mode bug is unrelated to key errors while loading MobileLLM-125M." + "reason": "Eval-mode gradient checkpointing and a key error loading MobileLLM-125M are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and missing `fpn_position_embeddings` in Sam3Video are different bugs." + "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different pipeline/model issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in a config class and image-preprocessor dtype mismatch are not the same change." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate model-family regressions." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Pipeline output nesting change and missing PyTorch import are unrelated." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated, with no shared failure mode." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Model max length question and missing `transformers.onnx` module are unrelated." + "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch are completely different issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering truncation and MoE auxiliary-loss normalization are different training/eval bugs." + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in OLMoE/GPT Oss are different training/evaluation bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation-error messaging are unrelated." + "reason": "A regression around processor.tokenizer/image passing and a misleading pipeline translation error message are separate v5 UX regressions." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Sam3PixelDecoder dummy-conv issue and Sam3Video OOM are not the same underlying problem." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different SAM3 problems, one architectural and one capacity-related." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos-token configuration mismatch and Whisper empty-transcription failure are different generation bugs." + "reason": "EOS token id inconsistency in Gemma-3 and Whisper empty-transcription failure after align_special_tokens are unrelated tokenizer/generation issues." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "CLIPVisionModel hidden-state regression and Qwen video-input regression are unrelated model families and code paths." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are distinct fine-tuning/config bugs." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "LoRA merge with extended vocabulary collapse and Gemma 4 token-type defaults are different model-specific issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and code paths." } ] }, @@ -8556,8 +8634,8 @@ "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": [ @@ -8626,8 +8704,8 @@ "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:41720|issue:43575", - "issue:32090|issue:35141", "issue:44521|issue:45381", + "issue:32090|issue:35141", "issue:43906|issue:45290", "issue:44933|issue:45362", "issue:44479|issue:44734", @@ -8642,20 +8720,20 @@ "issue:44792|issue:45600", "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "6b6046e19c9d641f2e527e8d9bda6b188dc13c1305a269a483804b5093aaa304", + "prepared_review_unit_hash": "a8b060d90b1b825cf2a3cdc7ca48d870fb49593eca429635004be78b6b873e6d", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36573, + "serialized_chars": 36576, "estimated_input_tokens": 9144, "estimated_eval_tokens": 18544 }, @@ -8664,192 +8742,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are superficially similar only because they are Transformers regressions, loading failures, or multimodal/model-specific bugs. I do not see any true duplicate pairs among the soft candidates; they should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43646 is the broadest and most representative framework-level regression in the set: custom model initialization breaking under Transformers 5.0.0. It best fits the recurring init/load regression theme, even though the cluster as a whole is not a duplicate group.", + "summary": "No duplicate cluster here: the items span many unrelated bugs/regressions across training, loading, multimodal processing, config/state handling, and model-specific failures. All soft edges should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous and the candidate pairs do not share the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest global representative because it describes a core library regression affecting model initialization, which is more central than the many narrow model- or feature-specific reports.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not a single problem family; any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both are v5-related, but one is about patchtsmixer/post_init policy and the other about non-persistent buffer serialization; different bugs and fixes." + "reason": "Different bugs: post_init being optional in patchtsmixer vs non-persistent buffers getting junk values in v5." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Torch.compile + SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor/tokenizer regression in multimodal custom code; the other is an eos_token_id config inconsistency for Gemma-3." + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint key mismatch on resume." + "reason": "CPU offload device mismatch has nothing to do with checkpoint key-name mismatches." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache continuation indexing bug is not the same as Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained are different code paths and failures." + "reason": "trainer.evaluate() after train() failure is unrelated to loading the wrong custom module after save/load." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload defaulting are separate config/init issues." + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file path regression and unrecognized model_type/config loading error are both loading-related but not the same defect." + "reason": "gguf_file loading breakage and missing model_type config errors are distinct model-loading problems." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning are different model architecture problems." + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weight warning point to different failures." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM and MobileLLM key error on load are unrelated failure modes." + "reason": "TP OOM on Qwen2-57B is unrelated to a key error when loading MobileLLM-125M." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are different model behaviors." + "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss handling." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same issue as Qwen2 large-model TP OOM." + "reason": "Failure to run 3d_parallel.py is not the same as OOM while loading Qwen2-57B with tensor parallelism." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are different issues." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is not the same bug as empty-transcription failure after align_special_tokens." + "reason": "A stale warning for num_return_sequences is unrelated to Whisper generation crashing on empty transcription." }, { "left": "issue:41720", "right": "issue:43575", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen2 TP OOM are distinct distributed-loading issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure than TP load OOM." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Trainer gpu_broadcast_one NoneType error and token-embedding resize reinitialization are different training/model-init bugs." + "reason": "All-zero assistant masks in multimodal templates and wrong vision_position_ids are separate multimodal regressions." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same concrete bug." + "reason": "NoneType passed to gpu_broadcast_one and embedding reinitialization after resize are unrelated trainer/model-init bugs." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction report is not the same as the tool-call/empty-content crash in apply_chat_template(tokenize=True)." + "reason": "An isolated reproduction of an older issue is not the same as a tokenize=True crash on tool-call assistant messages." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B crashing in transformers chat." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen2.5-VL/Qwen3-VL models and serve KV-cache tensor indexing are different problems." + "reason": "Video-input regression for qwen2_5_vl/qwen3_vl is a different bug from serve KV-cache continuation indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong processor image size are both SAM3-related but different components and fixes." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor/model image-size mismatch are different problems." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency under compile and Gemma-3 eos_token_id mismatch are unrelated." + "reason": "Chunked generation inconsistency under compilation is unrelated to Gemma eos_token_id configuration mismatch." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failed Janus image-generation test and Qwen3.5 flash-attention generation bug are different models and code paths." + "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation bug are not the same issue." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are not the same issue." + "reason": "Documentation still mentioning pipeline() is unrelated to SigLIP2 producing nonsense outputs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to a stale warning about num_return_sequences." + "reason": "Compiled-forward chunked generation inconsistency is different from a stale warning about num_return_sequences." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reverting on reload are separate serialization/config bugs." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reset on reload are distinct state/config bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a no-trainer script and Phi-4 multimodal loading failure are different loading scenarios." + "reason": "Local dataset loading failure in a training script is unrelated to loading a multimodal model with latest transformers." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on Qwen3 device mapping and category-count overflow are unrelated runtime errors." + "reason": "Qwen3 auto device mapping asserts on CUDA is unrelated to the 2^24 category limit runtime error." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and broken auto_mappings references for Sam3LiteText are not the same defect." + "reason": "janus generate-images test failure does not match the auto_mappings.py Sam3LiteText config reference breakage." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different save/merge regressions." + "reason": "LoRA merge with extended vocab/tied embeddings is a different code-path from saving incorrect visual encoder keys." } ] }, @@ -8868,8 +8946,8 @@ "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": [ @@ -8932,13 +9010,13 @@ "issue:44077|issue:44079", "issue:43550|issue:44190", "issue:43644|issue:44913", - "issue:43650|issue:44220", "issue:43540|issue:44734", + "issue:43650|issue:44220", "issue:45276|issue:45584", "issue:43116|issue:44190", "issue:44112|issue:45600", - "issue:41950|issue:44016", "issue:39692|issue:44190", + "issue:41950|issue:44016", "issue:43295|issue:45276", "issue:43479|issue:45375", "issue:36246|issue:41628", @@ -8947,28 +9025,28 @@ "issue:44734|issue:45632", "issue:36246|issue:38617", "issue:38175|issue:43065", - "issue:44016|issue:44220", "issue:44683|issue:45446", + "issue:44016|issue:44220", "issue:44561|issue:45632", "issue:44186|issue:44734", "issue:42175|issue:44279", "issue:44466|issue:44913", "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "07748904f4c63450aca9175962fa6875e6ed158b409d9e004da1f36ef108fc1b", + "prepared_review_unit_hash": "49ea39be2d946fff87531c3f3e1f2fb2f83cf5a9ef54be27cdbbe232a7bc253b", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37122, + "serialized_chars": 37121, "estimated_input_tokens": 9281, "estimated_eval_tokens": 18818 }, @@ -8977,198 +9055,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose similarity cluster rather than true duplicates: it mixes unrelated import/export regressions, model-specific bugs, pipeline issues, and docs/notebook problems. I rejected all soft edges because none look like the same concrete underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41628 is the broadest top-level API regression in the set and the closest thing to a hub for the import/export failures, though it is not a true duplicate center for the rest.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most representative issue for the cluster because it describes a generic import failure at the package boundary, making it the closest match to the few other import-related items.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:44079", "accept": false, - "reason": "Different failures: batch label truncation in metrics vs ModelOutput key assignment logic." + "reason": "Different bugs: metric-gathering label truncation vs ModelOutput key assignment from None values." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: Python 3.13 import/parsing issue vs flash_attention crash on sink-less models." + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different runtime problems: Python 3.14 import/load failure vs missing TensorFlow backend wiring." + "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 model bugs: CLIP hidden_states regression vs Qwen recurrent state reset with cache." + "reason": "Different models and code paths: CLIP hidden-states regression vs Qwen recurrent-state reset with cache." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are Python-version related, but one is a broad 5.1.0 compatibility issue and the other is a specific DebertaV2 parsing failure." + "reason": "Both involve Python compatibility, but the causes are different import/load failures in different files/models." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config construction bug is unrelated to the DebertaV2 import/parse error." + "reason": "SwitchTransformers config bug is unrelated to DebertaV2 parsing/import failure." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Different semantics: optional post_init handling vs ModelOutput key assignment for None values." + "reason": "Config validation for patchtsmixer post_init is unrelated to ModelOutput key assignment semantics." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different subsystems: SDPA/torch.compile failure in Bamba vs dataset loading in an image classification script." + "reason": "Different problems: Bamba torch.compile/SDPA failure vs image-classification script loading a local dataset." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization issue is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both touch state/serialization, but one is junk non-persistent buffers and the other is rotary_pct not persisting on reload." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "One is a vague data issue, the other is a specific feature-extraction function bug." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Different execution paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + "reason": "The first is non-technical noise; the second is a speech-feature extraction bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize/tied-weight behavior is unrelated to Whisper empty-transcription generation failure." + "reason": "Different models and failures: Gemma4 embedding resize vs Whisper empty-transcription generation." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different examples and symptoms: multi-label empty outputs vs local dataset loading failure." + "reason": "Classification post-processing bug vs dataset-loading failure in a different example script." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." + "reason": "CI device-override flake in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Pipeline processor selection bug vs notebook syntax error; not the same bug class." + "reason": "Docs example errors for SigLIP2 are not the same bug as loading a local dataset in image-classification training." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "SigLIP2 doc example/model mismatch and quantization errors are unrelated to local dataset loading." + "reason": "Video-classification pipeline processor mismatch is unrelated to a notebook syntax error." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings weight propagation are different code paths." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-behavior bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is default multimodal config initialization and the other is a missing field dropped by strict serialization." + "reason": "Both are config-field problems, but they affect different multimodal models and different missing/default fields." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and modules, not the same export bug." + "reason": "Both are import errors, but for different symbols and different modules; not the same underlying bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Tied lm_head weight bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint regression." + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 checkpoint saving regression." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime limit has no relation to Whisper generation on empty transcription." + "reason": "Category-cardinality runtime error is unrelated to Whisper's empty-transcription failure." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache continuation bug and trust_remote_code cache path collision are unrelated." + "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are separate bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different import failures: missing Qwen2_5_VLImageProcessor export vs missing layer_type_validation symbol." + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific issues." + "reason": "SigLIP2 zero-probabilities behavior is unrelated to the Sam3PixelDecoder dummy Conv2d issue." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Notebook syntax error is not the same as the _torch_extract_fbank_features() bug." + "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:44683", - "right": "issue:45446", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 is not the same as a bad PyTorch version gate for AuxRequest import." + "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 trust_remote_code is unrelated to cache-path collisions." + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to local-model cache-path collisions." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to serve KV-cache indexing." + "reason": "Tokenizer padding/truncation crash and KV-cache continuation indexing are different bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package dependency/install issue vs a generic dependency issue report; not the same concrete bug." + "reason": "One is an install extra/backend packaging issue, the other is an unspecified dependency problem; not the same change or bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to GPTNeoX rotary_pct resetting on reload." + "reason": "Both mention serialization/reload, but they concern different fields and model behaviors." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness and unsafe sys.modules access are related thematically, but not the same bug or fix." + "reason": "Import slowdowns and unsafe sys.modules access are distinct core-import issues." } ] }, @@ -9187,8 +9265,8 @@ "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": [ @@ -9251,10 +9329,10 @@ "issue:43299|issue:45216", "issue:43976|issue:44987", "issue:44112|issue:44964", - "issue:43673|issue:44336", "issue:44496|issue:45042", "issue:43824|issue:44933", "issue:43854|issue:44964", + "issue:43673|issue:44336", "issue:43531|issue:45600", "issue:43976|issue:44279", "issue:43526|issue:43901", @@ -9264,223 +9342,223 @@ "issue:43381|issue:45593", "issue:44521|issue:45325", "issue:43577|issue:45216", - "issue:44351|issue:45278", "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44242|issue:45200", "issue:43976|issue:45405", "issue:41950|issue:45020", - "issue:44242|issue:45200", "issue:43479|issue:43525", "issue:44496|issue:44877", "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "85aafd3376af131895d929d0d2ff1b6ad5582026588cdfba8e31a0b1d77a3e0b", + "prepared_review_unit_hash": "72fe86a8bc056d42986ec22bf667a6254ed48ce1b19edebff8c525427f397f26", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36644, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers regression and model-loading issues, not a tight duplicate cluster. If a single umbrella issue must be chosen, the broad open remote-code regression report is the closest anchor; the soft pairs are all too different to merge.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella here, covering recent-version regressions in remote-code model loading, but it is still only a thematic anchor rather than a true duplicate of the others.", + "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 global issue anchor because it is open, broad in scope, and plausibly encompasses multiple version-regression reports better than any model-specific bug report.", + "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, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Different failures: Gemma4Processor missing _tokenizer vs trust_remote_code cache-path collision." + "reason": "Processor attribute crash in Gemma4 serve is unrelated to remote_code cache-path collisions." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/remote-code loading, but one is missing fields in AutoConfig output and the other is invalid model config recognition; not the same bug." + "reason": "Missing fields from trust_remote_code config return is different from failing to recognize a model without model_type." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral issues: save_pretrained/dequantized save failure vs FlashAttention load failure." + "reason": "Saving dequantized Ministral/Devstral models is a different bug from FlashAttention failures in Ministral-3 loading." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading failure and stale auto_mappings CI references are different code paths." + "reason": "Phi-4 multimodal load failure is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Separate regressions: processor.tokenizer/images handling vs t5gemma embedding resize not propagating." + "reason": "processor.tokenizer regression is different from resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained output corruption; not one underlying bug." + "reason": "Qwen3VL MoE loading failure is not the same as incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "A Python-version compatibility complaint and a model-specific load failure are not the same issue." + "reason": "A Python-version compatibility problem is not the same as a specific model-loading failure for physical-intelligence/fast." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-device override test failure is unrelated to Phi-4 multimodal loading." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache/chunked prefill bug and ANSI-code logging bug are unrelated." + "reason": "GraniteSpeech CI device-override flakiness is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config.json problem is unrelated to PIL backend torchvision dependency handling." + "reason": "Model config recognition failure is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols and subsystems; not the same underlying breakage." + "reason": "Qwen2.5-VL import failure is a different import path than the missing image_utils symbol." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash unit-test loading vs Phi-4 multimodal loading." + "reason": "GLM-4.7-Flash test loading failure is not the same bug as Phi-4 multimodal loading." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to ANSI escape codes in loading_report." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText auto-mapping entries." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Generic dependency/version issue vs a vague transformers dependency problem; no shared concrete bug." + "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 label reduction bug and TextClassificationPipeline docs mismatch are not the same change." + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to pipeline docs mentioning return_all_scores." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation bug are unrelated." + "reason": "Token-embedding resize behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args not used and tie_word_embeddings warning are different behavior issues." + "reason": "Unused SGD optimizer args and tie_word_embeddings warnings are different model/config issues." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both affect Qwen save/load behavior, but one is a loading regression and the other is incorrect visual-encoder keys on save; not mergeable as one fix." + "reason": "Qwen3.5 loading breaks in one case and save_pretrained writes wrong visual keys in another; not the same bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode failure and D-FINE auxiliary-loss omission are unrelated training bugs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing auxiliary losses in D-FINE." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant mask generation and still-image temporal position-id scaling are separate multimodal issues." + "reason": "All-zero assistant masks and incorrect rope position scaling are different multimodal bugs." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug and Qwen3.5 save_pretrained regression are unrelated." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to config model recognition failure." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import error may be one symptom of import breakage, but 45278 is a broad version-upgrade report and not the same concrete bug." + "reason": "A specific HybridCache import error is not the same as broad import breakage after upgrade." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Documentation text mismatch is unrelated to model config recognition failure." + "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 compatibility and MIN_PEFT_VERSION release timing are unrelated." + "reason": "Python version support and PEFT minimum-version bump are unrelated dependency/version problems." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to remote_code model-loading regressions." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Router-logit load-balancing loss and Gemma 4 mm_token_type_ids defaulting are different model-train path bugs." + "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model-loading regressions." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default-config initialization and Llama4Config missing pad_token_id are separate config issues." + "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id are different config-field bugs." }, { "left": "issue:44496", "right": "issue:44877", "accept": false, - "reason": "Unrecognized model due to missing model_type and strict granite_speech config loading are not the same bug." + "reason": "Unrecognized model type and strict granite_speech config loading are different config-validation issues." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend error are unrelated." + "reason": "Compiled flex_attention on torch 2.9 is unrelated to TensorBoard/TensorFlow backend detection." } ] }, @@ -9499,8 +9577,8 @@ "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": [ @@ -9579,205 +9657,205 @@ "issue:43673|issue:43761", "issue:44671|issue:44779", "issue:43653|issue:45593", - "issue:43122|issue:43650", - "issue:44987|issue:45542" + "issue:44987|issue:45542", + "issue:43122|issue:43650" ], - "prepared_review_unit_hash": "7a12f72b7bb534663446e9d7591dd8f6d1b3b3fff035daffcb2fb4be28cada09", + "prepared_review_unit_hash": "47f874af7cffb6635bc3a441a99a16f3bbe159ffa9eea43384971adf643f1266", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35529, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "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, docs issues, or model-specific bugs. The soft pairs share broad subsystems at best, but not the same concrete underlying issue or mergeable fix.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs. If a loose anchor is needed, issue 44462 is the broadest tokenizer-loading report, but it does not actually subsume the rest of the cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the closest thing to a representative issue because it is a generic tokenizer-loading regression, but it is still too narrow to serve as a true duplicate hub.", + "best_issue_reason": "issue:44462 is the best representative of the most coherent subcluster (tokenizer loading / tokenizer.json precedence / serialization mismatch).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring repository tokenizer.json and the other is a Mistral regex patch crash; different code paths and fixes." + "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." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "These are unrelated version/dependency problems: a generic transformers dependency issue versus an unreleased PEFT version bump." + "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." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both concern model loading failures, but for different models and different failure modes; not the same underlying bug." + "reason": "Different models and different breakages: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Completely unrelated: a video-classification processor lookup bug versus a trivial placeholder issue." + "reason": "Unrelated issues; one is a video-classification processor lookup bug, the other is a vague data request." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizer serialization/loading, but one is wrong tokenizer_class saved on disk and the other is AutoTokenizer ignoring tokenizer.json; distinct fixes." + "reason": "Related around tokenizer save/load behavior, but not the same bug: class mismatch on save versus AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example with model/processor mismatch and quantization errors, while the other is a pipeline docs mismatch." + "reason": "Both mention docs/examples, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline docs mismatch." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer/processor regressions, but one is about processor.tokenizer access and multimodal tokenization, while the other is Deepseek tokenization output changes." + "reason": "Both are regressions involving tokenization, but they affect different models and different APIs; not the same concrete bug." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unrelated model-specific issues: unexpected zero probabilities in SigLIP2 versus Sam3Video CUDA OOM." + "reason": "Different model families and symptoms: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizers, but the reported failures are different models and different behaviors; not the same bug." + "reason": "Both are tokenizer regressions, but one is repository tokenizer loading and the other is Deepseek tokenization output changes; separate code paths." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene problems, but they affect different maintenance checks and files." + "reason": "Both are repo hygiene/CI-type issues, but one is stale auto_mappings references and the other is leftover dummy classes; unrelated fixes." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated issues." + "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": "Different model internals: MLA q_a_layernorm precision/config handling versus torch.split return handling in GlmMoeDsaIndexer." + "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." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape handling and a dependency issue are unrelated." + "reason": "Video processor batch-shape bug versus a dependency issue; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both touch quantization, but one is about saving a quantized model and the other is about loading a dequantized model with device_map offload." + "reason": "Quantized model saving failure versus dequantized model loading with device_map=auto; different lifecycle stages and failures." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs with different symptoms and code paths; not mergeable as one fix." + "reason": "Both mention model internals, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver image-classification resolution bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "A generic AutoTokenizer loading regression and an ESM2 breakage are not the same underlying problem." + "reason": "Generic tokenizer loading issue versus an ESM2 model breakage affecting workflows; too broad and not the same defect." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention backends, but one is model-specific FlashAttention breakage and the other is compiled flex_attention failing on newer torch." + "reason": "Different attention-stack failures: Ministral FlashAttention bug versus compiled flex_attention on newer torch." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Related to embeddings/weight tying in Gemma4, but one is device-dependent serialization and the other is resize_token_embeddings not updating per-layer/output embeddings." + "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": "Completely different: a placeholder issue versus a crash on assistant messages with tool calls and empty content." + "reason": "One is an unclear request, the other is a concrete chat-template crash on tool-call assistant messages; not duplicates." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission and gemma-4 zero3 loading failure are different save/load problems." + "reason": "Processor.save_pretrained missing files versus gemma-4 zero3 from_pretrained; different save/load paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor files and a performance regression in filtering are unrelated." + "reason": "Both mention performance/workflow regressions, but one is missing processor files and the other is data filtering slowing down after upgrade." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default bug and the other is multimodal assistant mask generation." + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend errors, but they come from different optional dependencies and different missing symbols." + "reason": "Sentence-transformers import NameError versus tensorboard/TensorFlow backend detection; unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "A generation cache regression and a CLIPVision hidden_states regression are unrelated." + "reason": "Both are v5 regressions, but one is cache missing during chunked_prefill and the other is CLIPVisionModel hidden_states handling." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different v5 regressions affecting different models and outputs; not the same code-path problem." + "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." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration bug versus D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer behavior change and a placeholder issue have no overlap." + "reason": "Model loading failure for physical-intelligence/fast versus backend installation issue with tensorboard; not the same bug." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast and a TensorFlow backend import issue are unrelated." + "reason": "Tokenizer version-to-version differences versus an unrelated placeholder issue; no common underlying defect." } ] }, @@ -9796,8 +9874,8 @@ "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": [ @@ -9860,9 +9938,9 @@ "issue:43525|issue:43881", "issue:44589|issue:45362", "issue:45561|issue:45563", + "issue:41628|issue:43976", "issue:44188|issue:44336", "issue:43352|issue:45250", - "issue:41628|issue:43976", "issue:43295|issue:44617", "issue:42491|issue:43299", "issue:43901|issue:44246", @@ -9877,219 +9955,219 @@ "issue:36246|issue:42757", "issue:45003|issue:45561", "issue:36246|issue:44351", - "issue:44336|issue:44485", "issue:43526|issue:45003", + "issue:44336|issue:44485", "issue:43673|issue:44561", "issue:44162|issue:45200" ], - "prepared_review_unit_hash": "2bc9024962422aa0f36b3cdcab6dd5a6ad0fb1426f298ebdfcdcd7a7f6491452", + "prepared_review_unit_hash": "992218c2e6853c2f72072bfc85ff219e2daee129aaaedb2dd5ae57191bd6fdf4", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36338, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. Several items share broad themes like import errors, model-loading regressions, or tokenizer behavior, but the soft pairs do not describe the same concrete bug/change closely enough to merge under strict duplicate triage.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43824 is the clearest, most referenced, user-facing concrete regression here: a specific Qwen2.5-VL import failure with strong duplicate potential in the same family of export/import problems.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best representative issue because it is specific, actionable, and tied to a concrete import/export failure rather than a broad symptom or unrelated regression.", + "best_issue_reason": "No single issue is a strong cluster representative because the items are too diverse to summarize under one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow-backend packaging bug vs Python-version compatibility regression; unrelated failures." + "reason": "Different failures: missing TensorFlow in a torch install vs a Python-version compatibility problem." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline flag vs incorrect SigLIP2 outputs; different problem classes." + "reason": "Docs/behavior mismatch for text classification vs a SigLIP model output correctness bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError in tasks vs missing auxiliary losses in D-FINE; different models and code paths." + "reason": "Tokenizer/task AttributeError vs D-FINE auxiliary-loss logic; unrelated code paths." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata bug vs Gemma-4 from_pretrained/ZeRO loading issue; not the same bug." + "reason": "Tokenizer config metadata mismatch vs Gemma-4 Zero3 from_pretrained failure; different bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import/export failure vs Python version support regression; no shared code-path." + "reason": "Import failure for a Qwen VL class vs a Python version install issue." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video model attribute error vs notebook syntax error; completely unrelated." + "reason": "SAM3 output attribute error vs a notebook syntax error; not the same problem." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs GLM-4V loading failure; different model families and failure modes." + "reason": "Llama4 config missing pad_token_id vs GLM-4V loading failure; different models and code paths." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated runtime issues." + "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated failures." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race vs stale generate() warning; unrelated." + "reason": "Pytest-xdist file race vs a stale generation warning; different symptoms and fixes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs a packaging/Python-version issue; not the same bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs terminal ANSI output leakage; unrelated subsystems." + "reason": "torch.compile attention branching regression vs ANSI-code output in a loading report utility." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific unsupported Flash Attention 2.0 error for Nemotron vs a generic FA2 topic; not the same concrete bug." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import failure vs Python3.9/3.10 compatibility problem; different causes." + "reason": "Specific model not supporting Flash Attention 2 vs a generic Flash Attention 2 topic." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs SAM3 video CUDA OOM; unrelated." + "reason": "Processor/tokenizer regression vs CUDA OOM; different root causes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility issue vs Qwen3VL MoE loading breakage; same broad family but not the same concrete bug." + "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." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch vs import performance regression; no common underlying defect." + "reason": "Pipeline docs discrepancy vs slow import performance; unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code emission in loading_report vs wrong position_ids docstring; unrelated." + "reason": "ANSI codes in loading_report vs a wrong docstring for position_ids." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss bookkeeping vs D-FINE denoising auxiliary-loss behavior; different models and paths." + "reason": "Missing load-balancing loss vs missing auxiliary losses in D-FINE; different model logic." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline selecting image processors vs fbank feature extraction issue; unrelated." + "reason": "Video-classification using image processors vs audio fbank feature extraction; unrelated subsystems." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug vs Gemma-4 ZeRO loading bug; not the same issue." + "reason": "Reading a registered buffer position_ids vs Gemma-4 Zero3 loading; different code paths." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "add-new-model-like tokenizer mapping bug vs tf backend installation/availability issue; unrelated." + "reason": "Model-registration edge case vs backend installation/import issue." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Kimi-K2.5 codec/warning regression; both tokenizer-related but different concrete bugs." + "reason": "AutoTokenizer ignoring tokenizer.json vs a Kimi-K2.5 tokenizer regression; both tokenizer-related but not the same bug." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency sometimes vs unrecognized model/config loading error; unrelated." + "reason": "Slow import sometimes vs unrecognized model config; unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5 chat crash; different failure modes." + "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": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode from huggingface_hub; both import errors but unrelated symbols." + "reason": "Import errors for different missing symbols from different packages/code paths." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs xdist test-file race; unrelated." + "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports/symbols in transformers; same pattern of import error but not the same bug." + "reason": "Different import failures: Qwen2_5_VL class vs HybridCache symbol." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Terminal ANSI formatting bug vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "BEiT image-processor label reduction bug vs sys.modules access safety issue." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs sys.modules access bug; different code paths." + "reason": "Loading-report ANSI formatting bug vs GLM-5 RoPE implementation discussion." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache issue in chunked_prefill vs removal of is_torch_fx_available breaking trust_remote_code; unrelated regressions." + "reason": "Chunked-prefill cache issue vs removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; different model-specific defects." + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model behaviors." } ] }, @@ -10108,8 +10186,8 @@ "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": [ @@ -10170,17 +10248,17 @@ "issue:43441|issue:43540", "issue:44779|issue:45292", "issue:44877|issue:45375", - "issue:43066|issue:44779", "issue:42886|issue:45229", + "issue:43066|issue:44779", "issue:41628|issue:41950", "issue:45292|issue:45584", "issue:44987|issue:45459", "issue:43065|issue:43408", "issue:43901|issue:45003", "issue:45292|issue:45701", - "issue:43232|issue:44336", "issue:44995|issue:45200", "issue:43257|issue:45137", + "issue:43232|issue:44336", "issue:44496|issue:45003", "issue:44060|issue:44077", "issue:43475|issue:43540", @@ -10189,205 +10267,205 @@ "issue:44368|issue:45563", "issue:44995|issue:45588", "issue:44466|issue:45335", - "issue:45397|issue:45656", - "issue:44368|issue:44977" + "issue:44368|issue:44977", + "issue:45397|issue:45656" ], - "prepared_review_unit_hash": "f6f6404144b654fe1a3725191ca5147bb3eaecb8f82b9f901c19baee694cf0ab", + "prepared_review_unit_hash": "73b4bdf2daaa03b6ec0123c87677959a6251363b799f78b9ce63dee370c4f519", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36152, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically noisy: many items mention Transformers loading/tokenizer/modeling regressions, but the paired candidates are not the same concrete bugs. I rejected all soft edges because they differ in model, failure mode, or code path.", - "confidence": 0.33, - "canonical_issue_reason": "issue:45701 is the broadest and most representative open report here: a version-dependent tokenization regression with clear impact and room for follow-up.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single anchor for this cluster because it is general, open, and closest to the recurring tokenizer-regression theme among the listed issues.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different bugs: MoE router loss handling vs an AMP/CUDA crash in image loss." + "reason": "Different models and failure modes: load-balancing loss logic vs AMP/CUDA crash in an image loss." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Different issues: import slowness vs eos_token_id config mismatch." + "reason": "Unrelated problems: import slowness vs an eos_token_id config inconsistency." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different code paths: missing Qwen2.5-VL image processor export vs DeepSpeed/BertModel zero3 indexing." + "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": "Different symptoms: position_ids buffer access error vs a general performance regression." + "reason": "No shared bug: position_ids buffer access vs a global slowdown after upgrading Transformers." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different models and failures: FlashAttention on Ministral-3 vs Qwen3OmniMoe video-input validation." + "reason": "Different concrete failures: FlashAttention on one model vs video-input validation in another." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings." + "reason": "Both are v5 regressions, but one is tokenizer output correctness and the other is resize_token_embeddings not propagating; different code paths." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they are different model-specific config problems and not the same bug." + "reason": "Both involve strict config handling, but one blocks loading a config while the other drops a specific field; not the same bug." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different concrete failures: wrong tokenizer decoder-type warning vs incorrect DeepSeek tokenization." + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Unrelated: offline tokenizer cache loading vs Gemma4 multi-GPU OOM." + "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." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Different import/pipeline problems: missing AutoImageProcessor export vs video pipeline image-processor lookup." + "reason": "Import error for AutoImageProcessor is distinct from a pipeline choosing the wrong processor type." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Different areas: embedding resize propagation vs Whisper empty-transcription generation failure." + "reason": "Resize-token-embedding propagation and Whisper empty-transcription generation are different issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different bugs: model loading failure for a repo vs tokenizer error masking when protobuf is absent." + "reason": "Model-loading failure for one package version vs tokenizer error masking when protobuf is absent." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 issues: dummy Conv2d in pixel decoder vs model-type warning for sam3_tracker." + "reason": "Both are SAM3-related, but dummy Conv2d usage and a model-type warning are different concrete problems." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch vs a modeling_utils sys.modules access bug; not the same underlying issue." + "reason": "Docs drift and unsafe sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Related to tokenization/embeddings in a broad sense, but one is resizing embeddings and the other is a version-dependent tokenizer regression." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs handling vs ANSI codes in loading_report are unrelated." + "reason": "A resize-embeddings bug and version-dependent tokenization changes are different regressions." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different model failures: stale MoE cache on second forward vs missing mm_token_type_ids default." + "reason": "Different model families and failures: stale cache on second forward vs missing mm_token_type_ids default." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a generic deque IndexError." + "reason": "Different DeepSpeed failures: MOE weight conversion vs empty deque during ZeRO3." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config issue vs sys.modules access bug; unrelated code paths." + "reason": "Model config recognition failure and unsafe module lookup are separate issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different model/config issues: tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy." + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different SAM3 vs Qwen3OmniMoe video-processing failures." + "reason": "Both mention video, but they are different model-specific bugs with different failure points." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs import latency; unrelated." + "reason": "Audio sampling-rate defaulting and import latency are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model problems: BigBirdTokenizer special-token registration vs ESM2 breakage." + "reason": "Tokenizer special-token registration and ESM2 model breakage are not the same bug." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different warnings in unrelated areas: tied-weights config warning vs stale paged-generate warning." + "reason": "Two stale warnings in different features; no shared code-path bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different failures: stale indexer cache vs flash-attention s_aux=None crash." + "reason": "GlmMoeDsa cache corruption and flash_attention.py crashing on s_aux=None are different problems." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embedding serialization/resizing, but they are not the same concrete bug." + "reason": "Both involve embeddings/tied weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Different DeepSpeed issues: gemma-4 zero3 loading vs duplicate optimizer stepping." + "reason": "A tied-weights warning in fine-tuning and a flash-attention generation failure are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different bugs: config warning text vs Qwen3.5 flash-attention generation failure." + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer stepping under deepspeed are different defects." } ] }, @@ -10406,8 +10484,8 @@ "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": [ @@ -10463,8 +10541,8 @@ "soft_pairs": [ "issue:43673|issue:44734", "issue:45137|issue:45600", - "issue:44933|issue:45459", "issue:43931|issue:44368", + "issue:44933|issue:45459", "issue:44869|issue:45356", "issue:43232|issue:43673", "issue:43673|issue:45278", @@ -10483,31 +10561,31 @@ "issue:45375|issue:45478", "issue:42673|issue:43704", "issue:43475|issue:45381", - "issue:41628|issue:44933", "issue:45310|issue:45375", - "issue:45081|issue:45103", + "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:43232|issue:44188", - "issue:41628|issue:44351" + "issue:41628|issue:44351", + "issue:43232|issue:44188" ], - "prepared_review_unit_hash": "49c5a7dd951e57194ef922f186e03ffb13169eececfdbd001239f370bf465cde", + "prepared_review_unit_hash": "2076615f9402512690930639531b9450fb54b6d75719200f4e37641a9b7df91a", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37022, + "serialized_chars": 37021, "estimated_input_tokens": 9256, "estimated_eval_tokens": 18768 }, @@ -10516,210 +10594,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; there are only a couple of clear duplicate pairs (the two identical Qwen3ForCausalLM VRAM-leak reports, and the two identical Qwen3.5 Moe from_pretrained reports). Most other soft edges are related only at a broad subsystem level and should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the closest thing to a cluster anchor even though the cluster is not a single duplicate topic.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative standalone issue for the overall cluster because it captures a wide v5 compatibility regression pattern; the other items are mostly narrower, model-specific, or unrelated failures.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both are generation/cache-related, but they describe different failing code paths and symptoms." + "reason": "Both involve generation/KV-cache behavior, but they hit different surfaces: chunked prefill cache missing vs transformers serve tensor-indexing crash." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the Sam3LiteText auto-mapping CI break." + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText config references are unrelated failures." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Missing import from image_utils and tokenizer protobuf error are different bugs." + "reason": "A weight-shape mismatch for Qwen3-VL is not the same bug as a warning about tie_word_embeddings during LoRA fine-tuning." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL is not the same as a tie_word_embeddings warning." + "reason": "Missing image_utils import and protobuf-masked tokenizer decode errors are different code paths and symptoms." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are distinct issues." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated model/tokenizer bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but one is sync_gpus kwarg handling and the other is chunked_prefill cache state." + "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." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Cache/generation bug is not the same underlying problem as broad import failures after upgrade." + "reason": "Missing generation cache and broad import errors after upgrade are too different to be the same underlying bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are different save paths." + "reason": "Both touch save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to the ESM2 breakage." + "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": "Save-pretrained file emission and double optimizer step under deepspeed are unrelated." + "reason": "Processor save_pretrained missing files and double optimizer.step under deepspeed are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and upgrade-related slowdown are different failures." + "reason": "MLukeTokenizer AttributeError and a post-upgrade throughput regression are not the same bug." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression is not the same code-path problem as Qwen3.5 Moe from_pretrained failure." + "reason": "A Chinese report about slower filtering after upgrade and a Qwen3.5-Moe from_pretrained error are different issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error and Sentence Transformers hanging on load are different problems." + "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are distinct environment/runtime problems." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized save failure and GGUF loading failure are separate bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization-related bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/Transformers v5 breakage is not the same as processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained missing files are not the same code path." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data-path slowdown and deepspeed optimizer double-step are unrelated." + "reason": "Performance slowdown after upgrade and optimizer step being called twice under deepspeed are different behaviors." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report is not the same issue as gemma-4 zero3 from_pretrained failure." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video attribute error and trust_remote_code missing fields are different model/config bugs." + "reason": "SAM 3 Video missing attribute and missing fields from trust_remote_code config loading are different model/config issues." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Missing deepstack_visual_indexes in a vision config is not the same as the Qwen3.5 Moe from_pretrained error." + "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." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Identical title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 vision encoder attribute error and qwen2.5-vl video position-id bug are different vision-model failures." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl vision_position_ids issues are different models and failures." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "One is a Qwen3.5 Moe from_pretrained failure; the other is a missing vision-config field being dropped." + "reason": "Qwen3.5-Moe from_pretrained error and missing deepstack_visual_indexes config field are related but not the same concrete failure." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Mistral regex patch crash and docstring annotation crash are unrelated." + "reason": "Cannot import AutoImageProcessor and missing image_utils import are both import errors, but not the same symbol or fix." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + "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 encoder output attribute error is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "SAM 3 Video attribute error and tokenizer mapping failure in add-new-model-like are different parts of the codebase." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 chat crash and missing vision-config field are different problems." + "reason": "Qwen3.5-35B chat crash and missing config field for Qwen3_5MoeVisionConfig are different reports." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained bug are not the same code-path issue." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained on MoE are different FP8-related problems." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different failures." + "reason": "Quantization offloading behavior and incorrect LLM output under pipeline parallelism are unrelated." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs sync_gpus handling is unrelated to torch.compile attention-kernel divergence." + "reason": "Missing AutoImageProcessor import and missing HybridCache import are different missing-export issues." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both are import errors, but they are separate missing exports rather than one underlying bug." + "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, picks issue:45278 as a reasonable umbrella anchor, and the only accepted soft edge is an exact duplicate pair. The rejected soft edges are conservative and the reasons generally match the issue titles and descriptions. The only minor caution is that the confidence feels a bit high for a heterogeneous cluster, but not enough to reject." + "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, "retried": false, @@ -10735,8 +10813,8 @@ "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": [ @@ -10797,21 +10875,21 @@ "issue:42175|issue:45712", "issue:43526|issue:45561", "issue:43377|issue:44242", - "issue:43673|issue:44188", - "issue:36010|issue:41628", "issue:44496|issue:45561", + "issue:36010|issue:41628", + "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:43976|issue:44933", "issue:43479|issue:44079", "issue:43479|issue:44869", + "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:44623|issue:45310", - "issue:44188|issue:44373", "issue:43784|issue:43824", + "issue:44188|issue:44373", "issue:43278|issue:45137", "issue:43723|issue:44568", "issue:44060|issue:45125", @@ -10821,214 +10899,214 @@ "issue:42898|issue:44779", "issue:30333|issue:33290" ], - "prepared_review_unit_hash": "8c62155ed164d9133c330c2b4b7266b303c45239d7f5709fb81e717c2cbc0771", + "prepared_review_unit_hash": "d5676e17a01fee66a98b0252e4d6f92629801d03aa9da0c903b5b24894fd10a8", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "serialized_chars": 36700, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct Transformers bug reports with only superficial overlap around imports, tokenizers, or save/load flows. I do not see any true duplicate pair among the soft candidates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best anchor if one must pick a representative issue: it is a concrete, version-specific regression report about Qwen3.5-MoE from_pretrained behavior, and it is the closest match to the strongest soft similarities in the set. That said, the cluster is not a real duplicate group.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest standalone issue in this set: it has high discussion/inbound reference activity and a clear, actionable import regression symptom, making it a good representative issue even though it is not a duplicate of the others.", + "best_issue_reason": "No good global representative issue; any single issue would misrepresent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: VitPose breakage vs Gemma 4 multimodal token defaults." + "reason": "Different problems: VitPose model breakage vs Gemma 4 multimodal token type defaults." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Same broad MoE area, but different code paths and symptoms: FP8 save_pretrained vs from_pretrained load error." + "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": "Both mention Qwen MoE models, but they target different model generations and different loading/runtime issues." + "reason": "Different Qwen model families and different failure modes; not the same concrete bug." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both involve save/load, but one is quantized model saving and the other is extra_state handling; not the same bug." + "reason": "Both involve persistence, but quantized model saving and extra_state handling are distinct issues." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Unrelated packaging/testing issues: missing TensorFlow backend vs dummy PT objects leaking into repo checks." + "reason": "TensorFlow backend packaging vs leftover dummy classes/check_repo are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Completely different bugs: BeitImageProcessorFast label reduction vs xdist file race in testing utils." + "reason": "BEiT label reduction bug vs pytest-xdist file race; no overlap in code path." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model behaviors: missing padding-mask support in MIMI encoder vs missing load balancing loss when router logits are off." + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both are generation-related, but one is cache availability in chunked prefill and the other is attention-kernel divergence under torch.compile." + "reason": "Model auto-loading config error vs xdist race condition; different subsystems." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated modules." + "reason": "Both are import errors, but for different symbols and fixes; not one bug." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Unrelated: model config recognition failure vs pytest-xdist captured-info race." + "reason": "Generation cache/chunked prefill bug vs torch.compile branching divergence in attention kernels; unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different issues: generation kwargs after sync_gpus vs a janus image-generation test failure." + "reason": "Generation kwarg update after sync_gpus vs janus image-generation test failure; different failures." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different subsystems: BEiT preset loading legacy field vs a parallel test-file race." + "reason": "BEiT pretrained loading issue vs xdist file race; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang and embedding reinitialization are unrelated." + "reason": "SentenceTransformer loading hang vs embedding reinitialization after resize; not the same bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion; not the same bug." + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and code paths." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: Phi-4 multimodal load error vs DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." + "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error; unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different None-handling bugs in different layers: multimodal config defaults vs ModelOutput key assignment." + "reason": "Config defaulting bug vs ModelOutput key assignment bug; different components." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different subsystems and symptoms: config initialization vs Whisper timestamp decode crash." + "reason": "Phi4MultimodalConfig initialization vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; no shared underlying bug." + "reason": "Package extras/backend selection vs nonexistent image_utils import; different areas." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is a different path from Qwen3.5-MoE model loading." + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Attention-kernel runtime divergence and a wrong docstring are not the same issue." + "reason": "Sentence-Transformers import NameError vs missing Qwen2.5-VL export; unrelated import failures." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are import failures, but they involve different missing symbols and different packages/code paths." + "reason": "Attention kernel divergence vs wrong docstring; no shared bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the ZeRO3 deque error." + "reason": "Dtype regression in evaluation vs DeepSpeed deque IndexError; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and missing BOS/EOS addition are separate tokenizer regressions." + "reason": "Tokenizer loading issue vs special-token addition bug; same broad area but different concrete failures." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen model issues: tied-weights warning logic vs missing tensor-parallel plan." + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different code paths." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal/model-init issues, but they affect different models and different failure mechanisms." + "reason": "Missing image processor method vs remote-code/meta-init incompatibility; unrelated multimodal issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing and auto-docstring annotation handling are unrelated." + "reason": "KV cache serving crash vs auto_docstring annotation crash; completely different subsystems." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but one concerns cleanup spaces and the other codec handling in Kimi-K2.5." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regressions, but different models and different underlying tokenization failures." + "reason": "Both are tokenizer regressions, but for different tokenizers and different incorrect outputs." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to DeepSpeed Adafactor OOM." + "reason": "MLflow job-status reporting vs DeepSpeed/Adafactor OOM; unrelated runtime issues." } ] }, @@ -11047,8 +11125,8 @@ "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": [ @@ -11127,9 +11205,9 @@ "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44295|issue:44623", - "issue:44373|issue:44485", "issue:44261|issue:45092", "issue:44514|issue:45103", + "issue:44373|issue:44485", "issue:43723|issue:44871", "issue:45092|issue:45357", "issue:43723|issue:44991", @@ -11137,269 +11215,266 @@ "issue:43479|issue:44913", "issue:30990|issue:38175", "issue:42886|issue:42994", - "issue:41628|issue:43824", - "issue:42831|issue:45310" + "issue:42831|issue:45310", + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "29c6c181e4bdaf9f6883a672401afc914351a3ae4fe0f7a4fd0ac74408ec8035", + "prepared_review_unit_hash": "503a33183620717e8805329f61cb87e9795fcc5945c30501a7c2bc7c850a46fa", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38598, - "estimated_input_tokens": 9650, - "estimated_eval_tokens": 19556 + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 }, "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: tokenizer/import regressions, model config bugs, save/load failures, and a few training/runtime problems. Only one soft edge looks like a likely duplicate pair within the tokenizer-loading regression family; the rest are too broad or hit different code paths.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43723 is the best representative of the only clearly related subset here: v5 tokenizer-loading regressions. It is broader than the model-specific reports, so it makes the most plausible anchor among the issues, though the overall cluster is not truly homogeneous.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most central issue for the tokenizer-loading problem space and can absorb a specific example like 44991 if a single duplicate anchor is needed.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated topics: PEFT version pinning vs leftover dummy classes and repo checks." + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes / dir(transformers) leak." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are version-related, but one is tokenization-space behavior and the other is a model output divergence; not the same concrete bug." + "reason": "Both are v5 behavior changes, but one is tokenization-space cleanup and the other is a model output difference; not the same bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems: position_ids buffer reading vs optimizer stepping twice under deepspeed." + "reason": "Different subsystems: position_ids buffer access vs optimizer stepping under deepspeed." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both involve exposed names, but one is an image_utils import issue and the other is dummy class leakage; different fixes." + "reason": "Different import/export problems in unrelated files and code paths." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Different import failures in different areas: AutoImageProcessor export vs tokenizer error handling with protobuf." + "reason": "Both involve imports, but they concern different symbols and failure modes." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Related to v5 behavior changes, but the concrete failures differ: clean_up_tokenization_spaces vs processor.tokenizer/image passing regression." + "reason": "One is a tokenization cleanup regression; the other is a processor/tokenizer API regression for multimodal inputs." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata mismatch." + "reason": "Different save_pretrained bugs affecting different components (FP8/MoE vs tokenizer metadata)." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata vs optimizer stepping; no shared code-path." + "reason": "Tokenizer save metadata issue is unrelated to the optimizer double-step bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config initialization bug vs non-persistent buffer initialization bug; different objects and failure modes." + "reason": "Different config initialization bug vs non-persistent buffer initialization bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Different saving problems: FineGrainedFP8 accuracy/saving vs processor.save_pretrained missing files." + "reason": "Accuracy issue in FineGrainedFP8 vs processor.save_pretrained missing files are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both are save-related, but one is quantized model saving and the other is processor artifact completeness." + "reason": "Both mention saving, but they affect different save paths and different objects." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unrelated regressions: feature extractor argument handling vs auto-docstring AttributeError under future annotations." + "reason": "FeatureExtractor crash from unsupported arg is unrelated to the auto_docstring annotations error." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch for AutoModel; different dependency/path issues." + "reason": "Both are import errors, but they are different missing-module/dependency problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are top-level import failures, but for different missing symbols from different packages." + "reason": "Different missing imports from different packages; not the same underlying defect." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs a specific Qwen3.5 MoE from_pretrained regression; not the same bug." + "reason": "Tokenizer class metadata mismatch is not the same as the Qwen3.5 from_pretrained regression." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs vs Trainer compute_loss signature mismatch; unrelated training issues." + "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different GLM/InternVL problems: torch.split return handling vs remote-code checkpoint/meta-init incompatibility." + "reason": "Different model internals and failure modes; no shared code-path evidence." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both are DSA-indexer related, but one is split return handling and the other is missing ReLU; not mergeable as one fix." + "reason": "Same broad DSA area, but the reported bugs are different enough that they should not be merged." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Quantized model save failure vs a question about default shard size; not the same bug." + "reason": "FP8/MoE save failure vs max_shard_size question are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both are generation/loading regressions, but one is tokenizer loading and the other is flash-attention generation behavior for Qwen3.5." + "reason": "Both are model loading/generation complaints, but they concern different checkpoints and symptoms." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Both are regressions, but MLflow reporting and Llama model loading are unrelated code paths." + "reason": "Training-job reporting bug vs Llama model loading regression are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling vs Gemma4Processor missing _tokenizer; different API layers." + "reason": "API request rejection in transformers serve vs Gemma4Processor missing _tokenizer are different code paths." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import dependency vs MLflow reporting after failed training; unrelated." + "reason": "Dependency import error vs MLflow reporting bug; no overlap." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting vs embedding resize/post_init reinitialization; no common bug." + "reason": "Training failure tracking vs embedding reinitialization on resize are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access vs processor save_pretrained missing files; unrelated." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Docstring wording vs RoPE implementation; no shared underlying code failure." + "reason": "Buffer registration/read issue vs processor.save_pretrained missing files are different bugs." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon/config precision issue vs remote-code meta-init incompatibility; different problems." + "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code meta-init incompatibility are not the same bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor chat-template batching crash vs auto-docstring AttributeError; unrelated." + "reason": "Processor chat-template crash vs auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs RoPE implementation discussion are not the same underlying change." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id configuration inconsistency; separate model/tokenizer concerns." + "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch are separate issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen/InternVL-era regressions, but one is meta initialization compatibility and the other is save_pretrained visual-key serialization." + "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." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Both describe the same tokenizer-loading regression in v5; 44991 is a concrete model-specific instance of the broader AutoTokenizer.from_pretrained failure in 43723, and one fix could plausibly address both." + "accept": false, + "reason": "Same broad area (tokenizer loading), but different checkpoints and no evidence of one concrete shared bug." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both mention tokenizers, but one is AutoTokenizer loading and the other is a specific tokenizer class load failure for FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer-loading failures for different tokenizers; not enough evidence of a single underlying defect." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config default initialization vs GPTNeoX rotary_pct persistence; distinct config bugs." + "reason": "Config defaulting bug vs rotary_pct reload regression are distinct issues." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Stuck loading Sentence Transformers vs unexpected zero probabilities in SigLIP2; different model/runtime failures." + "reason": "Loading stall in Sentence Transformers vs zero-probability output in SigLIP2 are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache tokenizer loading vs quantized model saving; unrelated." + "reason": "Offline tokenizer cache loading vs quantized model saving are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different missing top-level exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained regression are different problems." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FP8 accuracy/saving issue vs Qwen3.5 MoE from_pretrained regression; different failures." + "reason": "Both are import errors, but for different classes and different root causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The one accepted soft edge (43723/44991) is reasonably supported by the titles as the same tokenizer-loading regression family, and the remaining pairwise rejections are cautious and code-path specific. The summary also appropriately notes that the cluster is mostly heterogeneous rather than a single bug." - }, - "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 }, @@ -11411,8 +11486,8 @@ "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": [ @@ -11478,8 +11553,8 @@ "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:42907|issue:44945", - "issue:43976|issue:44945", "issue:44295|issue:44297", + "issue:43976|issue:44945", "issue:44704|issue:45290", "issue:43122|issue:44514", "issue:43232|issue:44743", @@ -11488,10 +11563,10 @@ "issue:42907|issue:43937", "issue:43232|issue:45245", "issue:43784|issue:45600", - "issue:41628|issue:45278", "issue:44360|issue:44485", - "issue:44261|issue:44373", + "issue:41628|issue:45278", "issue:39401|issue:44521", + "issue:44261|issue:44373", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:29127|issue:30990", @@ -11502,20 +11577,20 @@ "issue:44038|issue:44295", "issue:36296|issue:43116" ], - "prepared_review_unit_hash": "38b3928678c7f5f23a17307ff9f99ee7a160dd634c48dc13df80fdf9b2f30132", + "prepared_review_unit_hash": "01032f4587f4b7e36f2fec5c04a072d47de908b1c67c252b54782e5fb34364ef", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37778, + "serialized_chars": 37780, "estimated_input_tokens": 9445, "estimated_eval_tokens": 19146 }, @@ -11524,210 +11599,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone bugs/feature issues. A few are thematically close around imports, tokenization, or generation, but none look like the same concrete underlying bug. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest umbrella regression in the set: multiple import failures after upgrading from 4.57.0 to 5.5.0. It is the best representative of the import-regression subset, even though the overall cluster is not a single duplicate group.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it covers the widest user-facing failure mode among the issues shown and can reasonably subsume several import-related reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both are model-specific bugs, but one is an FP8 accuracy issue and the other is a Qwen3-VL-Moe loading/runtime problem. Different root causes." + "reason": "Different problems: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is about a torch.split return-value bug in a DSA indexer; the other is a docstring problem for position_ids. Not the same issue." + "reason": "Indexer split semantics vs a docstring issue; not the same bug." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but 42757 is a specific huggingface_hub symbol import failure while 45278 is a broader Transformers upgrade regression. Different bugs." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation state handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior when denoising is disabled." + "reason": "Generation kwargs handling vs D-FINE auxiliary loss behavior; unrelated code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning affect different models and code paths." + "reason": "Smollm3 RoPE-layer issue vs Qwen3-Next tied-weights warning; different model internals." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env CLI command is not the same as an import-time NameError in sentence-transformers." + "reason": "CLI/env command breakage vs sentence-transformers import NameError; different failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related, but one is offline cache loading and the other is decoder-type metadata in v5. Different failure modes." + "reason": "Offline cache load failure vs tokenizer decoder-type mismatch; not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization/chat templates, but one is regression in tokenization output and the other is all-zero assistant masks for multimodal inputs." + "reason": "Tokenizer/version regression vs multimodal assistant_mask bug; different behavior." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a torch.split indexing bug." + "reason": "TF32 settings migration vs DSA indexer logic; unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "One is a TOKENIZER_MAPPING_NAMES null-handling bug; the other is AutoProcessor not forwarding kwargs to cached_file. Related loading area, but different code-paths." + "reason": "Tokenizer mapping fallback issue vs AutoProcessor kwargs forwarding; different layers." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading-related complaints, but stuck loading Sentence Transformers and a MacOS bus error on a CLIP model are different issues." + "reason": "Loading hang vs MacOS bus error; both are load-time failures but not the same defect." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and pipeline-parallel incorrect outputs are unrelated bugs." + "reason": "Model save/dequantization problem vs incorrect outputs under pipeline parallelism." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Python-version support breakage is unrelated to pipeline parallelism output corruption." + "reason": "position_ids buffer access vs tokenizer_config save metadata mismatch." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "A position_ids buffer read error and a tokenizer_class mismatch on save_pretrained are distinct serialization issues." + "reason": "Python version compatibility vs pipeline-parallel generation correctness." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "AutoProcessor file-loading kwargs vs chat-template crash on tool-call messages." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both involve tokenization/chat-template behavior, but one is output regression and the other is a batched-input padding crash. Not the same bug." + "reason": "General tokenization regression vs batched chat-template padding crash." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache logic, but they concern different mechanisms: sync_gpus kwargs vs Qwen3.5 recurrent-state reset." + "reason": "Generation kwargs update after sync_gpus vs recurrent-state reset in modular_qwen3_5." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping mismatch and failure to load a specific model are unrelated." + "reason": "Qwen3 tokenizer offset_mapping bug vs failing to load a different model." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type warning and a missing attribute on Sam3VisionEncoderOutput are separate SAM3 issues." + "reason": "Config/model-type warning vs missing attribute on SAM3 vision output." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized-save failures and invalid GenerationConfig errors are unrelated." + "reason": "Save/dequantization failure vs GenerationConfig validation error." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwargs handling has nothing to do with the category-count runtime limit." + "reason": "Generation helper bug vs category-count runtime error; unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "An import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import regressions, but 41628 is a specific AutoImageProcessor export failure while 45278 is a broader post-upgrade import breakage. Not the same concrete bug." + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "The DSA ReLU discussion and GLM-5 RoPE implementation are different model/backend topics." + "reason": "DSA indexer activation logic vs GLM-5 RoPE implementation; different areas." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." + "reason": "Both are import failures, but one is a specific missing export and the other is a broader upgrade regression." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset_mapping and multimodal assistant_masks are different tokenizer/template issues." + "reason": "Tokenizer offset_mapping vs multimodal assistant mask generation; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layer norm precision/config discussion vs a docstring complaint." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + "reason": "Qwen3.5 label propagation vs flash_attention_3 training degeneration; unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example script multi-label output issue vs Gemma 4 multimodal token-type IDs." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are not the same bug." + "reason": "LayoutLMv3 validation message clarity vs Sentence Transformers loading hang." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe behavior and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch; no shared code path." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions across versions, but they affect different models and likely different code paths. Too broad to merge." + "reason": "Both are tokenizer regressions in v5, but the reports are too general/specific to confidently be the same bug." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are different precision-related problems." + "reason": "TF32 configuration guidance vs FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure vs multimodal model loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bugs and a multi-label example script issue are unrelated." + "reason": "Tensor-parallel training bug vs example-script multi-label inference failure." } ] }, @@ -11746,8 +11833,8 @@ "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": [ @@ -11811,15 +11898,15 @@ "issue:43278|issue:44945", "issue:43122|issue:44977", "issue:43784|issue:45446", - "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:42673|issue:45072", + "issue:38617|issue:45278", "issue:42222|issue:43441", "issue:22355|issue:29127", "issue:42371|issue:43874", "issue:43064|issue:43673", - "issue:43116|issue:43493", "issue:43976|issue:45446", + "issue:43116|issue:43493", "issue:44038|issue:45478", "issue:44222|issue:45478", "issue:44075|issue:44936", @@ -11834,226 +11921,226 @@ "issue:43937|issue:44977", "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "06c8d924556da6a0a0e16ff60dc0ce9f8d224af52d23ab6c04f9a5d23478dc4b", + "prepared_review_unit_hash": "374a54e5ba88a4369f8c12ec5292f570e5146498c73aa87babdc626553ed52c0", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change. The set is a heterogeneous mix of import failures, tokenizer regressions, model-specific loading/saving issues, training problems, and docs/error-message fixes.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster does not converge on one bug theme closely enough to represent as a duplicate set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the broadest candidate is still just an umbrella import-error report, not the same problem as the rest.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE/Qwen, but one is a model loading bug and the other is FP8 save_pretrained behavior; different code paths." + "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." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different failures: saving dequantized Ministral/Devstral models vs gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "One is about saving dequantized Ministral/Devstral models, the other about gguf_file loading for tokenizer/model classes; different code paths." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different causes." + "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family/version area, but one is save_pretrained checkpoint regression and the other is from_pretrained load failure." + "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." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub is unrelated to missing HybridCache from transformers." + "reason": "Unrelated import failures from different packages/symbols: huggingface_hub offline mode vs transformers HybridCache." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder weight-loading issue and AutoProcessor cached_file kwargs forwarding are separate loading bugs." + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are different bugs in different layers." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving, but one is dequantized Ministral/Devstral output and the other is FP8 MoE save_pretrained." + "reason": "Dequantized model saving and FP8 MoE save_pretrained are distinct serialization issues." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift during evaluation is not the same as incorrect output from pipeline parallelism." + "reason": "Dtype mismatch between train/eval and incorrect pipeline parallelism output are different runtime bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer-version behavior change is unrelated to a flash-attention generation failure." + "reason": "Both are tokenizer regressions, but one is generic tokenizer behavior across versions and the other is Deepseek-specific incorrect output." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Import NameError in sentence-transformers setup is unrelated to a PyTorch version check bug in flex_attention." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Generic 'many import errors' is too broad to be the same concrete bug as one specific missing import." + "reason": "Sentence-transformers import NameError and a flex_attention version check bug are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different problems." + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different failures." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded loading and bfloat16 dtype mismatch in inference are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in unrelated models are not the same bug." + }, + { + "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." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose breakage and Ministral-3 FlashAttention failure affect different models and different failure points." + "reason": "VitPose import breakage and Ministral flash-attention failure affect different models and code paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated issues." + "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 settings guidance is not the same bug as a missing image-processor method." + "reason": "TF32 API guidance and a GLM46V image patch-count helper bug are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT training and missing cache in chunked_prefill are distinct bugs." + "reason": "FSDP2/PEFT optimizer state corruption and chunked_prefill cache handling are different training vs generation bugs." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Example-script multi-label output bug and SigLIP2 HF-vs-JAX discrepancy are different code paths." + "reason": "Python version compatibility and a flex_attention import/version check bug are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Python version compatibility breakage is unrelated to an AuxRequest import version-check bug." + "reason": "Multi-label classification example behavior and SigLIP2 implementation discrepancy are different issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen MoE-related, but one is a VL-Moe loading issue and the other is a Qwen3.5 from_pretrained error." + "reason": "Both mention Qwen MoE and version regressions, but they concern different model variants and different failure modes." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained are different operations and likely different defects." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args not used and trainer.evaluate failing after train are not the same underlying trainer bug." + "reason": "Unused SGD args and trainer.evaluate() failing after train() are distinct training issues." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A classification example returning empty results is unrelated to a pipeline() deprecation/error-message issue." + "reason": "Classification example output and pipeline() error-message docs behavior are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different warning/validation paths." + "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe helper behavior and flex_attention import version checking are unrelated." + "reason": "A qwen3_omni_moe feature-length helper issue and a flex_attention import check bug are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression is too broad to be the same as a specific Qwen3 offset_mapping bug." + "reason": "Generic tokenizer loading regression vs Qwen3 tokenizer offset_mapping bug; too broad and not the same failure." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer models and symptoms: Qwen3 offset mapping versus Deepseek tokenization drift." + "reason": "Both are tokenizer regressions, but different models and different symptoms (offset mapping vs incorrect output)." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Model weight shape mismatch on load is not the same as incorrect outputs under pipeline parallelism." + "reason": "Qwen3-VL-30B-A3B weight-shape mismatch and pipeline parallelism output corruption are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback bug and flash_attention crash on s_aux=None are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different null-handling bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check bug do not share the same underlying code path." + "reason": "Docs still referencing pipeline() after removals and a flex_attention import/version bug are unrelated." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig invalidity and Qwen3.5 flash-attention generation failure are different model-specific bugs." + "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 argument handling and PretrainedConfig type-checking are separate compatibility issues." + "reason": "init_empty_weights unexpected argument and PretrainedConfig type-checking breakage are different regression surfaces." } ] }, @@ -12072,8 +12159,8 @@ "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": [ @@ -12091,6 +12178,7 @@ "issue:43122", "issue:43408", "issue:43421", + "issue:43441", "issue:43450", "issue:43577", "issue:43582", @@ -12126,22 +12214,22 @@ "issue:45656" ], "soft_pairs": [ - "issue:45405|issue:45446", - "issue:45341|issue:45561", "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45405|issue:45446", "issue:42673|issue:43906", "issue:44829|issue:45216", + "issue:39401|issue:43421", "issue:44410|issue:45310", "issue:38617|issue:41628", - "issue:39401|issue:43421", "issue:44117|issue:45081", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:42222|issue:45542", "issue:43408|issue:43742", "issue:42673|issue:43582", - "issue:43937|issue:44496", "issue:42175|issue:42222", + "issue:43937|issue:44496", "issue:42673|issue:43577", "issue:38617|issue:44220", "issue:44933|issue:45278", @@ -12150,221 +12238,246 @@ "issue:44075|issue:45656", "issue:44483|issue:45464", "issue:43066|issue:43122", - "issue:43673|issue:45341", "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:42222|issue:45459", + "issue:43441|issue:44829" ], - "prepared_review_unit_hash": "74f5b387c4bfc2e2c47879f5eb8659ef2b2c83beb01616c6aaeeeaf2d6c87b33", + "prepared_review_unit_hash": "67ae749118ba35c7afbe7b9be5f1298e93001fe7fb2d10b61384f25f4042928a", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35922, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated Transformers issues. The soft pairs are thematically similar in a few cases, but none are strong enough to be treated as the same underlying bug/change.", - "confidence": 0.79, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative symptom in this set: a generic post-upgrade import regression affecting many symbols.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Different problems: a PEFT version pin issue vs a PyTorch version check bug in flex_attention." + "reason": "Both are video/processor-related, but one is batched-shape output and the other is a torchvision-dependent AutoProcessor crash; different bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Same file area, but different bugs: a testing_utils bug vs an xdist race on captured_info.txt." + "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." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "One is batched video processor shape handling; the other is an AutoProcessor crash without torchvision." + "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": "No clear same bug: a Qwen3 VRAM leak vs an isolated reproduction of another issue." + "reason": "Different symptoms and code paths: a Qwen3 VRAM leak with multiple dataloader threads vs a reproduction of an older issue." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different code paths: flash_attention_3 training degeneration vs a Qwen3.5 save_pretrained checkpoint regression." + "reason": "FlashAttention-3 training degeneration and a Qwen3.5 save_pretrained regression are separate model-path 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." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen variants and failures: missing projections in qwen3next vs from_pretrained error in Qwen3.5 MoE." + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and code paths." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Tokenizer offset mapping bug vs runtime special-token/post-processor sync bug; not the same defect." + "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": "Different tokenizer failures: a None mapping assumption vs a Mistral regex patch crash." + "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are distinct tokenizer failures." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: save_pretrained shard-size question vs a Qwen3.5 MoE from_pretrained error." + "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 is unrelated to the MLA q_a_layernorm precision/config issue." + "reason": "TF32 API guidance and an MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Different backend problems: vitpose model breakage vs TensorFlow missing from a torch-only install." + "reason": "Vitpose model breakage and a tensorboard-only TensorFlow backend error are different subsystems and bugs." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading issues: sam3_video/sam3_tracker mismatch vs MobileLLM key error." + "reason": "SAM3 tracker warning and a MobileLLM key error are unrelated model-loading issues." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Backend packaging issue vs a broken vitpose model family; not the same bug." + "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:42673", - "right": "issue:43582", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Qwen3 VRAM leak and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "GenerationConfig validation failure vs unrecognized model/config.json error." + "reason": "Generation cache missing in v5.0.0 chunked_prefill vs a testing_utils bug; unrelated." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "VRAM leak in dataloader threads is not the same as dtype remaining float32 on BLIP2 load." + "reason": "Image patch counting for GLM46V and MLA layernorm epsilon precision are separate multimodal vs config issues." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Tie-embeddings API removal and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose breakage and a tokenizer protobuf error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "An import-name regression is unrelated to _torch_extract_fbank_features() behavior." + "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." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not enough to merge with a broader many-import-errors regression." + "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." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Not the same area or bug: 3d_parallel.py failure vs a small testing_utils issue." + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both touch dtype/precision, but one is a warning during compile and the other is incorrect model dtypes on load." + "reason": "A compile-time float32 warning for bf16 and BLIP2 dtype fields staying float32 are different dtype/precision problems." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer defects: SGD args ignored vs optimizer.step being called twice with deepspeed." + "reason": "SGD args ignored and optimizer.step called twice with deepspeed are separate optimizer bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "A chat/completions request rejection is not the same as a streaming inference failure on Qwen3.5-0.8B." + "reason": "Chat/completions request rejection and a streaming inference failure on Qwen3.5 are different API/runtime issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both tokenizer regressions, but one is a decoder-type mismatch and the other is changed tokenization output." + "reason": "Same as the other tokenizer pair: related v5 regression area, but not the same concrete defect." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "GenerationMixin cache regression is unrelated to a testing_utils bug." + "reason": "Same as above: both Qwen-related, but the underlying failures differ." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Different Qwen3.5/Qwen3-next failures; no evidence they share one concrete code path." + "reason": "Generation cache regression vs testing-utils bug; no shared code-path." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image-patch counting bug vs MLA rms_norm_eps precision issue; unrelated." + "reason": "Different multimodal/image-processing bug versus MLA layernorm epsilon issue." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size discussion is unrelated to a Qwen3.5 MoE loading error." + "reason": "Save_pretrained shard-size discussion does not match the Qwen3.5 MoE loading bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API vs unexpected position-id key warnings are different regressions." + "reason": "Different regressions: embedding/encoder-decoder tie removal vs unexpected position-id keys." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage and protobuf-related tokenizer error hiding are unrelated defects." + "reason": "Vitpose model breakage and protobuf-related tokenizer error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are FlashAttention-related, but the failing model and concrete symptom differ too much to merge." } ] }, @@ -12383,8 +12496,8 @@ "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": [ @@ -12398,10 +12511,10 @@ "issue:43335", "issue:43352", "issue:43408", - "issue:43441", "issue:43452", "issue:43502", "issue:43531", + "issue:43550", "issue:43824", "issue:43825", "issue:43873", @@ -12439,7 +12552,6 @@ ], "soft_pairs": [ "issue:44263|issue:44485", - "issue:43441|issue:44829", "issue:43012|issue:43408", "issue:41628|issue:45071", "issue:45071|issue:45542", @@ -12454,12 +12566,12 @@ "issue:43874|issue:44263", "issue:43408|issue:44368", "issue:43976|issue:45071", - "issue:43531|issue:45341", "issue:44829|issue:45245", "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43064|issue:44315", "issue:38617|issue:42757", "issue:44261|issue:44485", - "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:38617|issue:44351", @@ -12475,264 +12587,265 @@ "issue:43825|issue:44655", "issue:43992|issue:44484", "issue:38617|issue:43097", - "issue:43012|issue:44368" + "issue:43012|issue:44368", + "issue:43012|issue:43550" ], - "prepared_review_unit_hash": "c5b8db053f72d16ccd60ce79e1893474d2a5304d9ebdca737ac0f5777d35d1fe", + "prepared_review_unit_hash": "14866d38f264f3aa958b783fc807d708f27cbd2016e5bd9a9b0b8f14937c4f63", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 39092, - "estimated_input_tokens": 9773, - "estimated_eval_tokens": 19802 + "serialized_chars": 39088, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct regressions and import/runtime issues across different models, backends, and utilities; I did not find any soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43502 is the most broadly relevant and well-documented regression in the set, with substantial discussion and references around a clear loading behavior problem.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 has the clearest reproduction and strongest user impact, making it the best representative issue despite the cluster being mostly unrelated.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM-related problems: one is a torch.split return-value issue, the other is a RoPE implementation question." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both involve attention backends, but they affect different models and failure modes; not the same code-path bug." + "reason": "Different bugs: torch.split indexing behavior vs RoPE implementation." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Unrelated symptoms: a bfloat16 precision warning versus a wrong model-type warning during SAM loading." + "reason": "One is a PyTorch bfloat16 warning; the other is a model-type mismatch warning." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An import failure for AutoImageProcessor is unrelated to PretrainedConfig type-checking behavior." + "reason": "ImportError for AutoImageProcessor vs PretrainedConfig type-checking regression." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "One is a type-checking regression; the other is a TensorFlow/backend detection error." + "reason": "Type checking breakage is unrelated to TensorFlow/backend detection." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different loading failures: shape mismatch versus missing projections." + "reason": "Qwen3-VL-30B weight-shape mismatch is not the same as missing qkv/gate projections." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard-size behavior." + "reason": "Missing torchvision-dependent AutoProcessor path differs from save_pretrained shard-size behavior." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "No evidence these are the same bug; one concerns sys.modules access, the other a testing utility issue." + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen-related, but the concrete failures and affected model variants differ." + "reason": "Different model families and failure modes: weight mismatch vs Qwen3-VL-Moe bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Different subsystems and different failure classes; not a duplicate." + "reason": "AutoProcessor crash without torchvision is not a testing utility issue." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "A SwitchTransformers config bug is unrelated to PretrainedConfig typing changes." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None-handling and a physical-intelligence model load failure are not the same underlying issue." + "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failure." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed config option warning, the other is a gguf tokenizer/model loading breakage." + "reason": "Removed tie_embeddings API and gguf_file loading breakage are different code paths." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different code paths: multimodal token counting versus GlmMoeDsaIndexer splitting behavior." + "reason": "Missing image-patch method and torch.split return values are unrelated bugs." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warning-related, but they concern different model families and different configuration checks." + "reason": "Model-type warning mismatch is not the same as tie_word_embeddings warning." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python-version compatibility and config type-checking are unrelated regressions." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "A sliding_window model bug is unrelated to a testing utility issue." + "reason": "Python version compatibility problem is not a PretrainedConfig typing regression." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention training degeneration and a category-count runtime limit are unrelated." + "reason": "FlashAttention 3 training degeneration is unrelated to category-cardinality RuntimeError." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision for video models is unrelated to a mistral_common import breakage." + "reason": "Missing torchvision crash is different from mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying in model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different packages and different missing symbols." + "reason": "Different missing symbols from different packages; not the same import regression." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing rms_norm_eps config field is not the same as a RoPE implementation discussion." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "These are different training-stack issues: FSDP2/optimizer-state corruption versus Liger Kernel application." + "reason": "Layernorm epsilon precision discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen vision config/model issues with different missing fields and failure modes." + "reason": "Missing attention projections and dropped config field are different model/config issues." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen3 variants, but one is a general v5/moe bug and the other is missing layer projections." + "reason": "Qwen3-VL-Moe bug and qwen3next projection bug affect different models/code paths." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different import errors involving different missing names and modules." + "reason": "layer_type_validation and HybridCache are separate missing exports." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "A token construction TypeError is unrelated to tokenizer mapping assumptions." + "reason": "AddedToken keyword collision is unrelated to tokenizer mapping assumptions." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed embedding-tie option warning is unrelated to flash_attention sink handling." + "reason": "Embedding-tying API removal is unrelated to flash_attention.py s_aux=None crash." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both touch argument handling, but one is AutoProcessor kwargs propagation and the other is auto_docstring annotation parsing." + "reason": "Cached-file kwargs forwarding and auto_docstring annotation handling are different bugs." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network requests and a missing embed_tokens weight are different loading bugs." + "reason": "Local-files-only network leak is unrelated to missing embed_tokens.weight on load." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different loader paths and error causes; not the same bug." + "reason": "Torchvision-dependent AutoProcessor crash is unrelated to tokenizer mapping None behavior." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "An import error for a model class is not the same as a torchvision-dependent AutoProcessor crash." + "reason": "Qwen2.5-VL import failure and video-model/torchvision crash are different import paths." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config option warning is unrelated to quantization/offloading behavior." + "reason": "Embedding-tying removal and quantization offloading issue are unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete problem." + "reason": "Wrong tokenizer decoder type is not the same as the isolated reproduction bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support gating for Nemotron and GPT2 attention scaling under SDPA/FlashAttention are different backend bugs." + "reason": "Flash Attention 2 support error for Nemotron differs from GPT2 attention scaling being ignored." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-task messaging and Pipeline save_pretrained support are unrelated." + "reason": "Translation-task error message and Pipeline save_pretrained support are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "A missing encoder weight during load is unrelated to the default shard-size choice in save_pretrained." + "reason": "Missing embed_tokens.weight on load is unrelated to shard-size default behavior." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "A missing configuration import and a removed tie-embeddings option are different issues." + "reason": "Both are import/API regressions, but they concern different symbols and breakages." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A precision warning during compilation is unrelated to a tie_word_embeddings warning during fine-tuning." + "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." } ] }, @@ -12751,8 +12864,8 @@ "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": [ @@ -12806,7 +12919,6 @@ "issue:45593" ], "soft_pairs": [ - "issue:43012|issue:43550", "issue:42886|issue:43381", "issue:43208|issue:43550", "issue:42907|issue:44655", @@ -12818,8 +12930,8 @@ "issue:43208|issue:43526", "issue:36683|issue:43582", "issue:43618|issue:43761", - "issue:42757|issue:43824", "issue:43012|issue:44683", + "issue:42757|issue:43824", "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43299|issue:43867", @@ -12844,256 +12956,250 @@ "issue:43618|issue:45216", "issue:44188|issue:44380" ], - "prepared_review_unit_hash": "4a9b8094710edd79e17020882d0edee5a409009903cd0ceeaecebecf7f9d0f66", + "prepared_review_unit_hash": "2781d11258e51de225e9addafa9de0e414559339a5ea7e52f43cae52f1985a82", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38401, - "estimated_input_tokens": 9601, - "estimated_eval_tokens": 19458 + "soft_pair_count": 36, + "serialized_chars": 38098, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import errors, model-specific bugs, and API/documentation issues. The soft-similarity links mostly reflect shared vocabulary rather than the same underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse to represent one duplicate family.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because there is no single underlying bug or change spanning the cluster.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "Different problems: a PyTorch warning during compile vs a Bamba torch.compile+SDPA failure." - }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Both mention runtime behavior, but one is offline cache loading and the other is gradient checkpointing in eval mode." + "reason": "Offline cache/tokenizer loading failure vs gradient checkpointing in eval mode; unrelated code paths." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Unrelated model/training bugs; only the broad topic of torch.compile overlaps." + "reason": "xLSTM small-model training bugs vs Bamba torch.compile/SDPA failure; different models and root causes." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is saving Pipeline objects." + "reason": "Dequantized model saving vs Pipeline.save_pretrained; both involve saving, but not the same bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different code paths: attention scaling backend behavior vs sequence-classification zero-loss bug." + "reason": "Attention scaling/backend regression vs degenerate zero-loss classification bug; different behavior and subsystem." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model backend support issue is not the same as a Python-version compatibility failure." + "reason": "Flash Attention support error for Nemotron vs Python version compatibility failure; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling ignored under backends; different failure modes." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are chat-related, but one is `/v1/chat/completions` request acceptance and the other is apply_chat_template batching/padding crash." + "reason": "Chat/completions API rejection vs batched chat template crash with padding=False; different entrypoints." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions export is unrelated to GPT2 attention scaling behavior." + "reason": "CLIPOutput attentions missing vs GPT2 attention scaling/backend issue; not the same bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different xLSTM training bugs vs a BEiT image processor label-reduction bug." + "reason": "xLSTM training issues vs BeitImageProcessorFast label reduction bug; unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon warmup TypeError; different modules and causes." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both touch CLIP, but one is missing attentions assignment and the other is a CLIPVisionModel hidden_states regression." + "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; distinct regressions." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules." + "reason": "bf16 compile warning vs compiled flex_attention failure on torch>=2.9; different issues." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "A warning about bfloat16 precision is not the same as flex_attention compilation failing on torch>=2.9." + "reason": "Hub import error for is_offline_mode vs missing Qwen2_5_VL export from transformers; unrelated symbols." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same Qwen3-VL family, but one is model loading breakage and the other is fp8 inference support." + "reason": "Qwen3-VL-Moe bug vs fp8 inference support request; not the same concrete problem." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates/APIs, but they are different failure modes with different inputs." + "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 loading failure is not the same as a state_dict sorting load error." + "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorted load error; different loading defects." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video vision_position_ids placement." + "reason": "Chat/completions request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and making API requests despite local_files_only are distinct issues." + "reason": "Import error in configuration_utils vs local_files_only still making network requests; different layers." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model families and different RoPE concerns; not the same bug." + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; docs vs serialization." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing attributes in different model/config paths." + "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model-specific attributes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "General load-model error from state_dict ordering is not the same as a Qwen3.5 save_pretrained regression." + "reason": "Load failure with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; load-path vs save-path bugs." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Model support for Flash Attention 2 and invalid GenerationConfig are unrelated." + "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5; unrelated issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both are save-related, but one is quantized model saving and the other is pipeline serialization." + "reason": "Quantized model saving failure vs Pipeline save_pretrained failure; both are save-related but distinct." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction bug is unrelated to pipeline save_pretrained." + "reason": "_torch_extract_fbank_features bug vs Pipeline.save_pretrained issue; unrelated functionality." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are different code paths." + "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; different code paths." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config vocab_size and patchtsmixer post_init are unrelated model-specific issues." + "reason": "Gemma3Config attribute bug vs patchtsmixer post_init restriction; not the same underlying change." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder type regression is not the same as Qwen2.5-VL video position ids." + "reason": "Wrong tokenizer decoder type vs Qwen2.5-VL video position-id bug; different tokenizer/model logic." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE/architecture bugs; no shared concrete failure." + "reason": "torch.split return values bug in GlmMoeDsaIndexer vs DeepseekV3MoE divergence; different MoE implementations." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to a Python 3.14 load failure." + "reason": "Python version support regression vs Python 3.14 load failure; same broad topic, but not the same concrete bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing names from different packages." + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different missing symbols." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-attribute bugs in different model families." + "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": "FSDP optimizer state corruption has nothing to do with a cache-strategy typo." + "reason": "Distributed optimizer-state bug vs typo in cache strategy names; unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to D-FINE auxiliary-loss handling." + "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 regression is unrelated to Qwen3.5 save_pretrained checkpoint correctness." + "reason": "CLIP attentions assignment regression vs Qwen3.5 checkpoint saving regression; unrelated." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both involve attention/backends, but one is kernel divergence under torch.compile and the other is GPT2 scaling being ignored." + "reason": "Both involve attention/backends, but one is kernel divergence under torch.compile and the other is GPT2 scaling ignored; not the same bug." } ] }, @@ -13112,8 +13218,8 @@ "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": [ @@ -13122,10 +13228,10 @@ "issue:36296", "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:43010", "issue:43064", + "issue:43065", "issue:43352", "issue:43502", "issue:43575", @@ -13142,7 +13248,6 @@ "issue:44222", "issue:44242", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -13197,229 +13302,226 @@ "issue:44222|issue:45125", "issue:42890|issue:45341", "issue:44387|issue:44556", - "issue:42548|issue:44351" + "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "ab5815d125c51baa584e114c3312573102be1dd2343d004b954970af066b0244", + "prepared_review_unit_hash": "e089802d81d50baa1ad1ec252029e4def773e0cefcdf891db8f94a64c11dd5ab", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose cluster of Transformers v5 regression reports, mostly import/loading/config/model-specific failures. The soft pairs share broad themes, but they do not appear to be the same underlying bug, so I would reject them all as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly frames the problem as many import errors after upgrading from 4.57.0 to 5.5.0, which matches the broad cluster theme better than the narrower, model-specific reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative and general of the set; it captures the version-upgrade/import-regression theme without overfitting to one model or subsystem.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config vocab_size missing and MoE load-balancing loss omission are unrelated bugs in different code paths." + "reason": "Different subsystems and failure modes: Gemma3 config attribute error vs MoE load-balancing-loss handling." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention 2 support error for NemotronH and Qwen3-VL weight-shape mismatch are distinct model-specific load failures." + "reason": "Unrelated model-specific errors: Flash Attention 2 support gate vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Missing no_grad on cache/layer update is a functional implementation bug, not the same as broad import errors after upgrade." + "reason": "One is about cache/layer update decoration, the other is a broad import-error regression; not the same bug." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different checkpoint-loading issues." + "reason": "Both involve from_pretrained, but the models and root causes differ; not enough evidence of one underlying bug." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import * slowdown and occasional slow import are both import-performance topics, but the underlying causes are not shown to be the same." + "accept": true, + "reason": "Both describe the same import-time regression/slowdown in transformers import behavior; one identifies the cause, the other reports the symptom." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict sorting load error and missing deepstack_visual_indexes are separate config/state serialization problems." + "reason": "Different issues: state_dict sorting load error vs config field being dropped by @strict." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config attribute missing and wrong optimizer states under FSDP2/PEFT are unrelated training/config bugs." + "reason": "Different training/runtime problems; no shared concrete code-path bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and PyTorch script parsing on Python 3.13 are different import/runtime failures." + "reason": "Both are import-related, but one is compiled-file handling and the other is a Python 3.13 @torch.jit.script parsing problem." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing set_seed in a flaky model test is unrelated to xdist races on captured_info.txt." + "reason": "Both are test failures, but one is missing set_seed and the other is a pytest-xdist file race; not the same bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are both version-related, but not the same defect." + "reason": "Python version import failure and PretrainedConfig type-checking regression are different issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting load error and incorrect Qwen3.5 save_pretrained visual keys are separate serialization regressions." + "reason": "Different Qwen-related save/load bugs affecting different artifacts and symptoms." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors involve different models and failure modes." + "reason": "Same family of from_pretrained reports, but different models and mismatched failure details; not a single concrete bug." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "no_grad decoration on cache/layer update and Python 3.9/3.10 support issue are unrelated." + "reason": "Unrelated: cache/layer update decoration vs Python-version compatibility regression." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 import failure and Qwen2.5-VL video vision_position_ids bug are different problems." + "reason": "Different problems: Python 3.14 load failure vs qwen2.5-vl video position IDs being wrong." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU complaint and DeepSeekV3 implementation divergence are not the same code-path defect." + "reason": "Different code paths and symptoms; no evidence of a shared defect." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions field regression and patchtsmixer post_init policy change are unrelated model API issues." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are both TP-related, but not the same concrete failure." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on a specific model load." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State_dict sorting load error and max_shard_size default question are different save/load behaviors." + "reason": "Model-load error and save_pretrained shard-size question are unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing CLIPOutput attentions assignment and LwDetrImageLoss AMP crash are separate bugs." + "reason": "Different runtime errors in different components; not the same underlying bug." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "CLIPOutput attentions regression and flash_attention.py crash on s_aux=None are unrelated." + "reason": "Different failures in different features; no common code-path." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer loading regression are both import/load related only at a high level; the underlying causes differ." + "reason": "ImportError about missing PyTorch is unrelated to tokenizer loading regression." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky SamHQ test and Phi-4-multimodal-instruct loading error are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are distinct CI/test bugs." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "Missing set_seed in tests and removed Sam3LiteText configs breaking auto_mappings are not the same defect." + "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 still making API requests and AddedToken duplicate special kwarg are different networking/tokenizer bugs." + "reason": "Local-files-only network leak and AddedToken keyword conflict are unrelated tokenizer/library bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression in v5 and checkpoint reload failure after upgrading are broader version regressions, but not the same issue." + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility across versions; not the same bug." + }, + { + "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", "accept": false, - "reason": "Cache/layer update no_grad bug and unused SGD args are separate optimizer/training issues." + "reason": "Cache update decoration bug vs optimizer SGD arguments being ignored are unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained MoE issue and missing _tp_plan for Qwen3_5Moe are different model infrastructure problems." + "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is missing tensor-parallel plan." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Flaky missing set_seed tests and a bug in testing_utils.py are related to test infrastructure, but not the same concrete bug." + "reason": "Test flakiness due to missing seeds is unrelated to a generic bug in testing_utils.py." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory regression and reload failure after upgrading are different runtime regressions." + "reason": "Different problem classes: memory usage regression vs versioned checkpoint loading failure." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "cannot import PreTrainedModel and cannot import HybridCache are separate symbol/export regressions." + "reason": "Cache/layer update method decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13431,8 +13533,8 @@ "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": [ @@ -13448,7 +13550,6 @@ "issue:42757", "issue:42831", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43502", @@ -13459,6 +13560,7 @@ "issue:43827", "issue:43874", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -13486,7 +13588,7 @@ "issue:45542" ], "soft_pairs": [ - "issue:43010|issue:43065", + "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:43010|issue:43232", "issue:43502|issue:44485", @@ -13510,8 +13612,8 @@ "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:43673|issue:44492", "issue:44961|issue:45468", + "issue:43673|issue:44492", "issue:38617|issue:43576", "issue:31795|issue:38617", "issue:43576|issue:44351", @@ -13525,276 +13627,283 @@ "issue:44273|issue:45003", "issue:44623|issue:45230", "issue:44273|issue:45542", - "issue:43576|issue:44556" + "issue:43576|issue:44556", + "issue:44038|issue:45125" ], - "prepared_review_unit_hash": "bb92b5a8b9dde4bf604b9d99a07d9b185c896de88e8536caa830cbeeb24409d4", + "prepared_review_unit_hash": "60105b9b7e57b7ffff28e6d92fb4bb3b4bbaa9bfcc9ab75f614eee801d882ecd", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39027, - "estimated_input_tokens": 9757, - "estimated_eval_tokens": 19770 + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly consists of unrelated Transformers v5 regressions, import errors, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying bug/change closely enough to merge.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42548 is the broadest, most central user-facing regression here: a core `PreTrainedModel` import failure with active discussion and strong overlap with the cluster\u2019s repeated import/load breakage theme.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42548 best represents the cluster because it is a high-impact, general import regression affecting core APIs rather than a narrow model-specific edge case.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Different bugs: cache/layer `update()` no_grad decoration vs a dummy `nn.Conv2d` in Sam3PixelDecoder." + "reason": "Both are top-level import errors, but they involve different missing symbols and no evidence points to one shared underlying fix." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing `_tp_plan` and the other is a broader `from_pretrained` failure; not clearly the same fix." + "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." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Generation/cache-related, but the concrete failure modes and code paths differ." + "reason": "Different code paths: cache/layer `update()` no-grad decoration versus a generation kwargs issue after `sync_gpus`." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unrelated: local file access/network requests vs GLM-5 RoPE implementation." + "reason": "Unrelated problems: offline/local-files behavior versus a RoPE implementation bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel plan support and the other is a config field silently dropped; different underlying issues." + "reason": "Both are Qwen3.5-Moe related, but one is tensor-parallel loading and the other is a missing config field; distinct failures." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to a documentation issue about forward arguments." + "reason": "A runtime loading hang and a documentation issue are not the same underlying bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors are unrelated to a performance regression after upgrade." + "reason": "Compiled-Python execution errors and post-upgrade data filtering slowdown are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow job-status reporting bug is unrelated to tokenizer loading regression." + "reason": "Training-job MLflow reporting and tokenizer loading regression are different subsystems and symptoms." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Different subsystems and bugs: Liger kernel application vs DSA indexer/ReLU." + "reason": "Model creation with Liger Kernel and a DSA indexer activation issue are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache/no_grad decoration bug is unrelated to a tied-embeddings warning in Qwen3.5 LoRA." + "reason": "Cache update no-grad behavior is not the same as the tie_word_embeddings warning." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline-mode API calls vs FP8 `save_pretrained` on MoE are different code paths." + "reason": "Local-files-only networking behavior and FP8 save_pretrained are different code paths." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No relation between network requests despite `local_files_only=True` and the generic 'racoon' issue." + "reason": "No meaningful overlap beyond being open issues in the same repo." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Different version windows and different symptoms for model loading; not the same regression." + "reason": "Both are loading regressions after version changes, but one is Qwen3VL-Moe-specific and the other is a generic checkpoint reload problem." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are unrelated to pipeline `save_pretrained` support." + "reason": "Compiled-file execution errors and Pipeline save_pretrained support are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "One is saving FP8 MoE checkpoints; the other is inference support for Qwen3-VL/Qwen3.5 FP8." + "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": "FP8 accuracy issue is unrelated to a missing image-patch helper in GLM46V image processing." + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are different issues." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure is unrelated to tensor-parallel training." + "reason": "MLflow failure reporting and tensor-parallel training are different problems." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors are unrelated to `PretrainedConfig` type-checking regression." + "reason": "Compiled-Python errors and `PretrainedConfig` type-checking breakage are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are different concrete problems." + "reason": "Both are loading regressions, but they affect different models and likely different code paths." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Both are v5 regressions, but one is a missing `huggingface_hub` import and the other is a broken `transformers env` command." + "reason": "Missing hub import and a broken `transformers env` command are separate failures." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation references to `pipeline()` are unrelated to the 'racoon' issue." + "reason": "Docs still mentioning pipeline() and the unrelated placeholder issue are not duplicates." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading vs tensor-parallel training are separate bugs." + "reason": "Tokenizer loading and tensor-parallel training bugs do not share a concrete failure mode." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI environment command breakage is unrelated to `PretrainedConfig` typing regressions." + "reason": "CLI breakage and `PretrainedConfig` type checking are different regressions." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different failures: broken env command vs missing Qwen2.5-VL export." + "reason": "`transformers env` and Qwen2.5-VL import errors are unrelated issues." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to a cache-strategy typo." + "reason": "Placeholder issue versus Gemma-4 audio encoding bug; no overlap." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "No clear relation between the generic 'racoon' issue and Gemma-4 audio positional encoding." + "reason": "Generation cache missing in v5 during chunked prefill and a cache-strategy typo are not the same bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Importing `layer_type_validation` and a broken env CLI are different issues." + "reason": "ImportError for a missing helper and the `transformers env` command failure are different code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to an import error." + "reason": "Documentation confusion versus an ImportError are not duplicates." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing `HybridCache` import are separate regressions." + "reason": "A broken CLI command and a missing top-level import are separate issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different fixes." + "reason": "Both are import errors, but they concern different symbols and no shared root cause is evident." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the generic 'racoon' issue." + "reason": "Scheduler kwargs handling and a placeholder issue are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + "reason": "RoPE implementation and a placeholder issue are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to docs mentioning `return_all_scores`." + "reason": "Tensor-parallel training and pipeline docs wording are not the same bug." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Different failures: missing `AutoImageProcessor` import vs compiled-file runtime errors." + "reason": "Top-level import error and compiled-file execution errors do not share a concrete code-path bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label reduction." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA RMS norm precision issue is unrelated to a DSA indexer ReLU concern." + "reason": "MLA layernorm precision/config issue and DSA indexer activation issue are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure and unsafe `sys.modules` access are not the same bug." + "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 is unrelated to a generic bug report." + "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 bug is unrelated to a TensorFlow backend/package-install issue." + "reason": "Lazy-loading problems and a tensorboard/TensorFlow backend error are different issues." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env CLI and checkpoint reload failures after v5.2/v5.3 are different problems." + "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." } ] }, @@ -13813,8 +13922,8 @@ "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": [ @@ -13825,6 +13934,8 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:42913", + "issue:43066", "issue:43352", "issue:43408", "issue:43502", @@ -13836,7 +13947,6 @@ "issue:43723", "issue:43827", "issue:43976", - "issue:44038", "issue:44077", "issue:44246", "issue:44261", @@ -13860,7 +13970,6 @@ "issue:44945", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45310", "issue:45341", @@ -13868,9 +13977,8 @@ "issue:45478" ], "soft_pairs": [ - "issue:44038|issue:45125", - "issue:41669|issue:43673", "issue:44393|issue:45071", + "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:42890|issue:44908", @@ -13894,8 +14002,8 @@ "issue:44077|issue:44861", "issue:41669|issue:44908", "issue:43723|issue:44393", - "issue:43576|issue:44273", "issue:44655|issue:44861", + "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", @@ -13914,312 +14022,301 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43606|issue:45468", - "issue:43704|issue:45341" + "issue:43704|issue:45341", + "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "e33aa2ca2e738778716846bef91e91b05c5c3fc4524790d1a6b27ef07efecce2", + "prepared_review_unit_hash": "42fcbcb7d0a285b540e022fdc2f593312becb3223b98add81e4f548316e731d6", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 47, - "serialized_chars": 41139, - "estimated_input_tokens": 10285, - "estimated_eval_tokens": 20826 + "serialized_chars": 41136, + "estimated_input_tokens": 10284, + "estimated_eval_tokens": 20824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is not a single duplicate cluster; it mixes unrelated loading, tokenizer, config, performance, and model-specific bugs. All soft-edge matches are superficial keyword overlaps, so they should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items are too heterogeneous and do not share one underlying bug or change.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues is a representative duplicate anchor for the whole set.", + "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_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Same model family, but different failures: Qwen3-VL-Moe vs Qwen3.5 MoE tensor-parallel setup." + "reason": "Different bugs: Qwen3-VL 2D bbox output vs PretrainedConfig type checking." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "One is import-time slowdown from broad imports; the other is a GenerationMixin cache/chunked prefill bug." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Both are about bad model behavior, but one is Qwen3-VL bbox output and the other is PretrainedConfig type checking." + "reason": "Import-time performance issue vs generation cache/chunked_prefill bug; unrelated code paths." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern reloading old checkpoints after v5, but one is general v4.57 incompatibility and the other is InternVL2 remote-code/meta-init specific." + "reason": "Both are v5 checkpoint-loading regressions, but the specific failure modes differ and are not clearly the same bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness in SamHQ is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Test seeding issue vs scheduler keyword-argument handling; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs propagation and scheduler kwargs are different code paths." + "reason": "AutoProcessor kwargs propagation vs inverse_sqrt scheduler kwargs; different subsystems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown and lazy loading failure overlap only loosely; not the same concrete bug." + "reason": "Import performance complaint vs lazy loading malfunction; related area, but not the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model class mismatch warning is unrelated to Liger Kernel not being applied with model_init." + "reason": "Model-type warning vs Liger Kernel not applied with model_init; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention support error for Nemotron is unrelated to Qwen3-VL bounding-box output issues." + "reason": "Flash Attention support limitation vs Qwen3-VL output error; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs ignore bug are unrelated." + "reason": "CLI/env command breakage vs scheduler kwargs bug; different areas." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as the generic bug report." + "reason": "Tokenizer save_pretrained mismatch vs a generic placeholder bug report; not enough evidence." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is unrelated to the vague bug report." + "reason": "position_ids buffer read error vs generic bug report; not the same issue." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time performance regression is unrelated to missing HybridCache export." + "reason": "Import star performance issue vs HybridCache import failure; different bugs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import slowdown and a testing_utils bug are unrelated." + "reason": "Import performance issue vs testing_utils bug; unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + "reason": "Cache strategy typo vs pipeline-parallelism output corruption; unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import performance regression is unrelated to cache-strategy typo." + "reason": "Import performance issue vs cache-strategy typo; unrelated." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen bugs: 2D bbox output error vs Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen3-VL issue vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration are different problems." + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and tied-weight-key attribute crash are unrelated." + "reason": "PatchTSMixer post_init restriction vs tied weight key AttributeError; unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance and scheduler kwargs are different issues." + "reason": "Import-time performance issue vs scheduler kwargs bug; unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bbox output failures." + "reason": "Tokenizer loading regression vs Qwen3-VL bounding-box output bug; unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Broken env CLI and lazy loading are not the same bug." + "reason": "Pipeline save_pretrained issue vs tied_weight_keys list crash; unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight-key crash are unrelated." + "reason": "env CLI breakage vs lazy loading malfunction; different bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer/ReLU discussion vs Gemma4AudioRelPositionalEncoding bug; unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report is not the same as the specific Qwen3.5 MoE from_pretrained regression." + "reason": "Generic bug report placeholder vs specific Qwen3.5 Moe from_pretrained error; insufficient evidence to merge." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs bug are unrelated." + "reason": "Lazy loading problem vs scheduler kwargs issue; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different code paths." + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leak and timestamp calculation are unrelated." + "reason": "local_files_only network leak vs timestamp calculation error; unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion and Llama 3.2 loading regression are different bugs." + "reason": "Docs confusion vs Llama 3.2 model loading regression; not the same bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to forward-API documentation confusion." + "reason": "Slow checkpoint loading vs model.forward docs confusion; unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both touch model creation/loading, but one is Liger Kernel application and the other is checkpoint compatibility with meta init." + "reason": "Liger Kernel/model_init issue vs checkpoint meta-init incompatibility; different failures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak across dataloader threads is unrelated to RoPE implementation." + "reason": "VRAM leak in dataloader threads vs RoPE implementation bug; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different model internals." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings and VRAM leak are unrelated." + "reason": "TF32 API/settings issue vs VRAM leak; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are unrelated." + "reason": "Unexpected API requests despite local_files_only vs timestamp calculation bug; unrelated." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Timestamp calculation bug and processor.save_pretrained missing files are unrelated." + "reason": "Documentation confusion vs model loading regression; unrelated." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are unrelated." + "reason": "Slow checkpoint load vs forward doc confusion; different issues." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44315", + "right": "issue:45092", "accept": false, - "reason": "torch.split return values bug and Gemma-4 audio positional encoding are unrelated." + "reason": "model_init/Liger Kernel application issue vs v5 checkpoint reload incompatibility; not the same bug." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm precision issue and Gemma-4 audio positional encoding are unrelated." + "reason": "VRAM leak vs RoPE implementation bug; unrelated." }, { - "left": "issue:43606", + "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." - }, - { - "left": "issue:43704", - "right": "issue:45341", - "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to a testing_utils bug." + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; unrelated." } ] }, @@ -14238,8 +14335,8 @@ "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": [ @@ -14248,8 +14345,6 @@ "issue:33453", "issue:36296", "issue:38617", - "issue:42913", - "issue:43066", "issue:43298", "issue:43525", "issue:43572", @@ -14266,7 +14361,6 @@ "issue:45341" ], "soft_pairs": [ - "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44998|issue:45341", "issue:44492|issue:44998", @@ -14283,139 +14377,130 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "3263df6e3d0cd2c544a1d4e3b1281a090277b200d366c9374a61048b5e041367", + "prepared_review_unit_hash": "cd3b40c456565857aa4e3522de3c71bf3b653c1daf00492258239e1bef4b9157", "component_budget": { "node_count": 382, "item_count": 382, "soft_pair_count": 1431, - "serialized_chars": 737928, - "estimated_input_tokens": 184482, - "estimated_eval_tokens": 369220 + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 16, - "serialized_chars": 16524, - "estimated_input_tokens": 4131, - "estimated_eval_tokens": 8518 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 15, + "serialized_chars": 15126, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly mixed issue noise. The tokenizer/v5 items are the only somewhat related theme, but the evidence is too thin to merge 42913 and 43066 as duplicates from titles/metadata alone, so that soft edge should be rejected conservatively.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43066 is the most concrete tokenizer/v5 report, but the packet does not support treating it as a confirmed duplicate of 42913.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the best single representative for the limited tokenizer-regression theme because its title is specific and actionable.", + "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_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both mention tokenizer/v5 behavior, but the packet only gives titles/metadata and does not establish the same underlying bug or the same decoder regression." - }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse_sqrt scheduler kwargs handling and a vague unrelated title are not the same bug." + "reason": "Scheduler kwargs bug vs an unrelated placeholder/spam issue; no shared underlying defect." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "No shared code path or concrete bug is visible from the titles." + "reason": "Unemployment issue is unrelated to a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the unrelated title." + "reason": "Cache-strategy typo vs unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and chat-template tool-call crashes are different failure modes in different paths." + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions missing assignment is unrelated to the unrelated title." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload compatibility after v5 upgrade is not the same as the unrelated title." + "reason": "Checkpoint reload regression after v5 update vs unrelated placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and tied-weight-key list handling are distinct bugs." + "reason": "Llama4Config pad_token_id attribute error vs tied-weight key handling; unrelated bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key attribute handling." + "reason": "StableLmConfig missing pad_token_idx vs tied-weight key handling; different failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different problems." + "reason": "Slow checkpoint loading vs ImportError for missing layer_type_validation; different root causes." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor.save_pretrained files are not the same issue." + "reason": "FP8 Qwen3-VL/MoE inference support vs processor.save_pretrained missing files; not the same bug." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs are unrelated." + "reason": "from_pretrained slowness vs tensor-parallel training bug; unrelated subsystems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after failure is unrelated to checkpoint loading performance." + "reason": "MLFlow job-status reporting after failure vs checkpoint-loading slowness; different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is fp8 support and the other is a from_pretrained error; too different to merge." + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained error; not one concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are adjacent but not clearly the same bug." + "reason": "Checkpoint load slowness vs tokenizer-loading regression; different code paths." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and Qwen fp8 inference support are different feature gaps." + "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; distinct feature requests/bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong for the packet. In particular, accepting issue:42913 \u2194 issue:43066 as a duplicate pair overstates the evidence: the packet only gives titles/metadata, and while the titles are similar, it does not establish the same underlying bug or the specific v4\u2192v5 decoder regression described in the reason. The rest of the rejections are mostly conservative, but the one accepted soft-edge verdict is not sufficiently grounded." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14428,8 +14513,8 @@ "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": [ @@ -14439,7 +14524,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f376d05e9a02fb0d34006cb1687481b6600033eacf328ec2134ad349f8b5be6c", + "prepared_review_unit_hash": "0decccc0fbe93260207aa2fde22ffaf8a118ce01d0f7cc8e7c6ebab9d7113e39", "component_budget": { "node_count": 2, "item_count": 2, @@ -14461,18 +14546,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request/community-contribution issues in the same general area but for different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the better representative of the cluster only because it is older and has substantially more discussion activity, but it is not a duplicate of #33260.", + "best_issue_reason": "Neither issue is a duplicate of the other; each tracks a distinct feature request in a different area.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and different target problems: Flash Attention 2 architecture support versus GGUF support for more architectures. Shared 'community contribution' framing is not enough to treat them as the same issue." + "reason": "Different feature requests with different targets (Flash Attention 2 support vs GGUF support); only broad subsystem overlap, not the same underlying change." } ] }, @@ -14491,8 +14576,8 @@ "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": [ @@ -14509,80 +14594,77 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "5b6a86a9415c6eabd8000c4c95e0358dc6f1e7138960cfc5bb27a425dd5f29b8", + "prepared_review_unit_hash": "ca8ff1c7aae688f2010e0c16a886f3018d02f06b24ca0a956e15972fc21fa2f4", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all documentation-translation requests, but only one is concrete (Turkish). The other three are near-identical placeholder-style issues and look like duplicates of each other, not of the Turkish-specific request.", - "confidence": 0.77, - "canonical_issue_reason": "issue:27088 is the only specific, language-filled request ([i18n-TR] Translating docs to Turkish) and it is the earliest issue in the set, so it is the clearest canonical representative.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the most informative and concrete issue in the cluster; the others are generic placeholder variants, so this is the best global issue anchor.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder translation issue; same broad topic, but not the same concrete request." + "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." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder translation issue; related, but not a true duplicate." + "reason": "Same broad template, but no evidence these are the same language or same concrete translation work; different language-specific requests should stay separate." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder translation issue; same subsystem, different underlying request." + "reason": "27088 is a specific Turkish docs translation request, while 43834 is a generic placeholder-language issue, so they are not the same issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Both are generic placeholder translation issues with near-identical wording and no visible distinguishing target, so they look like the same underlying issue." + "accept": false, + "reason": "These are generic template issues, but there is no concrete evidence they point to the same actual language or translation task." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Near-identical placeholder translation request; no concrete difference is visible, so they appear duplicate." + "accept": false, + "reason": "Both are placeholder translation issues, but the text does not establish that they correspond to the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title pattern and very similar body size; they look like duplicate copies of the same request." + "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." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: issue:27088 is genuinely specific ([i18n-TR] Turkish), while issue:43834, issue:44365, and issue:44370 share the same placeholder title and extremely similar body sizes. The soft-edge verdicts are appropriately conservative: Turkish vs. placeholder issues are rejected, and the placeholder-to-placeholder pairs are accepted based on strong textual similarity. No overstatement is obvious from the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14594,8 +14676,8 @@ "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": [ @@ -14644,30 +14726,30 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "98a69ed920b7bf0130804fc2aefba7bab2bfbc632d256000ca3f046be5e99188", + "prepared_review_unit_hash": "3db2aae03dfc688dfec0d51ce3ee0c5e36bc45e297bd2882607aa588820200a0", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they\u2019re separate model-request issues spanning different architectures and modalities (BERT variants, audio/TTS/ASR, OCR, perception, sparse transformers). The shared wording is mostly from a common \u201cadd model\u201d template, not the same underlying request.", - "confidence": 0.97, + "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, "canonical_pr_reason": null, "best_issue_reason": null, @@ -14677,157 +14759,169 @@ "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families: EuroBERT config support vs DEIMv2 architecture addition." + "reason": "Different model requests: EuroBERT config support vs DEIMv2 architecture; only shared 'add model' phrasing." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config support is unrelated to Qwen3-TTS support." + "reason": "EuroBERT config support and Qwen3-TTS are unrelated model families and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different models and different modalities." + "reason": "NeoBERT vs Qwen3-ASR are distinct models and different modalities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request is unrelated to the OpenAI weight-sparse transformer request." + "reason": "NeoBERT request is unrelated to OpenAI weight-sparse transformer support." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio is a different model family and task." + "reason": "NeoBERT and LFM2.5 Audio are different architectures/modalities, not the same fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not the same change." + "reason": "NeoBERT vs ModernVBERT are different model additions; similar naming is not enough." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT request is unrelated to Voxtral TTS support." + "reason": "NeoBERT and Voxtral TTS concern different model families and features." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support target different models." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture addition is not the same as adding a sparse transformer model." + "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths/models." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct architectures with different implementation needs." + "reason": "MiniCPM3 architecture support is not the same as ModernVBERT model support." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 support is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 and Voxtral TTS are different model types and implementation work." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR differ in both model family and modality." + "reason": "ModernVBERT models and Qwen3-ASR are different model families/modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT is not the same underlying request as Qwen3-TTS support." + "reason": "ModernVBERT support and Qwen3-TTS support are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are only loosely related; not the same concrete change." + "reason": "ModernVBERT models vs a general BERT-like RoPE proposal are conceptually related but not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are different changes." + "reason": "BERT-like RoPE support and Voxtral TTS are different model-feature requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support and ASR support are separate model integrations." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct modalities and implementations." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, so not duplicates." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." + "reason": "TTS support request is unrelated to weight-sparse transformer support." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "TTS support is not the same as the weight-sparse transformer request." + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model additions." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio request different models and likely different code paths." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementation targets." }, { "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request and EUPE model request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same code-path change." + }, + { + "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "ASR support is unrelated to SAM3-LiteText." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and use cases." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer request and EUPE perception encoder are different model additions." + "reason": "Weight-sparse transformer support and EUPE addition are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different modalities and models." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different concrete audio-model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support is unrelated to DeepSeek-OCR2." + "reason": "ASR support and DeepSeek-OCR2 are unrelated tasks." } ] }, @@ -14846,8 +14940,8 @@ "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": [ @@ -14868,82 +14962,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "6658af031150217ced8fe72d37f47c3914a50e95ad48f4f35711c24160143df4", + "prepared_review_unit_hash": "e0a17a735c19638756e7838738048b02a410b4ebb3aa7a5cfc55b099e79725d0", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct issue reports touching different components and bug types; none look like duplicates of the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the reports span unrelated areas (Llama4 norm behavior, Mask2Former loss handling, ModernBERT config typing, a quantization typo, and a tokenizer warning regression).", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe cluster representative because there is no shared bug or code path across these reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and defects: Llama4 norm semantics vs ModernBERT config type-hint correctness." + "reason": "Different problems in different models: Llama4TextL2Norm/RMS norm vs ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A model loss-parameter bug and a tokenizer regex warning regression are separate code paths." + "reason": "Unrelated topics: Mask2former loss parameter usage vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unrelated issues: unused ignore_value in Mask2Former vs a typo in a quantization attribute name." + "reason": "Different code paths and bug types: unused ignore_value vs a typo in a quantization symbol." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different bug classes and modules: loss handling vs a config annotation issue." + "reason": "No shared underlying defect; one is a model loss-parameter bug, the other is a config type-hint issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss code is unrelated to correcting a type hint on norm_eps." + "reason": "A missing kwargs pass-through in loss calculation is not the same as an incorrect config type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config typing and tokenizer regex warnings do not share the same underlying bug." + "reason": "Different subsystems and symptoms: ModernBERTConfig typing vs tokenizer regex warning after a version change." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type-hint mistake is not the same as a typo in a quantization operation name." + "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." } ] }, @@ -14962,8 +15056,8 @@ "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": [ @@ -14973,7 +15067,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d059631273127e4ccb067ad6053f73242467806506ceaa74dcfb02c3fea8d0ed", + "prepared_review_unit_hash": "1e7fe8ab1941ac60917d0dabafc54b66de85e71931ef9d0233ce0eb6207e998b", "component_budget": { "node_count": 2, "item_count": 2, @@ -14995,18 +15089,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to describe the same underlying problem: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2. No duplicate relationship is supported by the titles or available metadata.", - "confidence": 0.96, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different problem domains: decoding behavior vs model support request. The shared evidence is only weak title similarity, not the same bug or change." + "reason": "Rejected: block decoding and DeepSeek v3.2 support are unrelated requests with no shared code path or concrete duplicate signal." } ] }, @@ -15025,8 +15119,8 @@ "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": [ @@ -15036,12 +15130,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "b7a0cd17bdc0eca6d60c1fa68df1b187f0c5ee5e9c6acf07c69ddceaffa75237", + "prepared_review_unit_hash": "2aea3d0944197f6507428035ac5a28c2e2526577c001fe917532902ff13272fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15049,7 +15143,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15058,18 +15152,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.96, + "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, "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying concerns: one targets input-column pruning/customizability in Trainer, the other targets FLOPs counting for custom trainer classes. Shared theme is too broad to treat as the same bug." + "reason": "Different underlying problems: `remove_unused_column` customizability vs FLOPS estimation logic. No shared code path or explicit duplicate linkage." } ] }, @@ -15088,8 +15182,8 @@ "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": [ @@ -15099,12 +15193,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "73af4585b6689c78e3d0fea10f3248f9f604e095ae640e3e273868974fdd2173", + "prepared_review_unit_hash": "936094648c639beb0f55dd873c71b941e94fda19152dbf7be3ef3bd1a7e1919d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15112,7 +15206,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15121,18 +15215,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They concern different model families and different auto-class capabilities.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the two tickets ask for different model support in different auto classes, so they should remain separate.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if a representative is needed, issue 43684 is a clearer standalone registration request, but it should not absorb 44405.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different API targets (registration for Qwen3-Omni vs sequence classification support for Qwen3.5); not the same underlying bug or change." + "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." } ] }, @@ -15151,8 +15245,8 @@ "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": [ @@ -15169,12 +15263,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c1db08501838b8d1b61ae45ba0fc7cd912b92f4706cb0275ccd9107783903653", + "prepared_review_unit_hash": "26811c1cf05007eb46b61e721758cb2cc45f7329b84e4bd4119562f983c143ef", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15182,7 +15276,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15191,55 +15285,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains one unrelated-looking issue ('Fett') and three near-identical placeholder issues titled 'huggingface '. With no bodies, targets, or file references, the safest read is that the huggingface items are the only plausible duplicates, but there is not enough concrete evidence to merge any pair with confidence.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43845 is the earliest of the three identical 'huggingface ' reports and is the most reasonable representative for that likely duplicate cluster; 43835 has a different title and looks unrelated.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to keep as the cluster representative because it is the earliest of the matching-title issues and has no evidence of being distinct from 43846/43859.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/detail evidence; this does not look like the same underlying issue." + "reason": "Different titles with no shared targets/files; \"Fett\" does not look like the same underlying issue as the \"huggingface \" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive evidence of a shared bug or report." + "reason": "Different titles and no concrete evidence of the same bug; this looks unrelated to the \"huggingface \" cluster." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no substantive evidence of a shared bug or report." + "reason": "Different title and no shared technical evidence; insufficient basis to treat as a duplicate." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but there is no body or target evidence to confirm they are the same underlying issue; too little information to merge." + "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." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "The titles match, but the available metadata is too thin to safely conclude these are the same issue." + "accept": true, + "reason": "Exact title match and the same apparent placeholder topic; this is consistent with a duplicate of the same report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "The titles match, but there is not enough concrete evidence to confirm a true duplicate." + "accept": true, + "reason": "Exact title match and no distinguishing technical details are visible; these appear to be the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15251,8 +15348,8 @@ "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": [ @@ -15273,98 +15370,95 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "d0f082238dff6040eb2e79771ae6ddb9525cb49e2ac8c779a90db1f9be16c8c7", + "prepared_review_unit_hash": "10264dc188d2a37097b777a6f7f3d1b1ded2189b92143b21e767a43c9f2e4747", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"\" issues form a likely duplicate-spam subgroup, but the packet only supports high similarity rather than exact duplication. The other two issues have different titles and do not look like the same underlying report.", - "confidence": 0.8, - "canonical_issue_reason": "issue:44371 is the earliest of the highly similar \"\" issues and is a reasonable representative of that likely duplicate subgroup.", + "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, "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best representative for the likely duplicate spam subgroup because it is earliest and matches the other two \"\" issues in the limited metadata shown.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + "accept": false, + "reason": "Same placeholder title, but there is no substantive body/detail to confirm the same underlying issue; treat as separate spam reports." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + "accept": false, + "reason": "Identical spam-like title only; no evidence of the same concrete bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different title and no evidence that the documentation suggestion is the same report as the spam issue." + "reason": "Generic spam title versus documentation suggestion; clearly different topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different title and no indication it is the same underlying issue as the \"\" report." + "reason": "Spam placeholder versus branded text; no shared bug/change context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and \"\" are unrelated on the face of the packet." + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and \"\" are unrelated on the face of the packet." + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Same \"\" title and identical minimal metadata; likely duplicate spam reports, though the body text is not visible here." + "accept": false, + "reason": "Both have the same placeholder title, but the sparse metadata does not establish one underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different title and no evidence that it is the same report as the spam issue." + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different title and no evidence that it is the same report as the spam issue." + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping is directionally plausible, but the writeup overstates the evidence. The packet only shows identical titles and equal body lengths for the three \"\" items; it does not expose the actual body text or any explicit linkage. Calling them \"exact duplicates\" and \"the same spam report\" is stronger than what the packet supports. The safer wording would be that they appear highly similar or likely duplicate spam reports, while the other two have different titles and are not clearly the same issue." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15376,8 +15470,8 @@ "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": [ @@ -15387,12 +15481,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c28c5ff211d3f984c8e638f1585ac868965da7104519ccaf3857237af2c87eff", + "prepared_review_unit_hash": "777e3b9f731c405cdae71567467d39e896cd1421dda946cedd5df9765f3f1cfd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15400,7 +15494,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15409,28 +15503,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues look like duplicates of the same request: they have identical titles and very similar body content, with no visible evidence of distinct underlying work.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the better canonical issue because it shares the same title as #45151 and has slightly more external attention (1 inbound reference vs. 0).", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for this cluster for the same reason: same request, plus marginally more linkage.", + "best_issue_reason": "#45145 is the strongest representative of this cluster because it is earliest and already has reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and strongly similar content suggest the same underlying issue/request; this is a reasonable duplicate match, though the evidence is only soft." + "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." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports strong similarity, but the analyst is a bit too confident for a soft match: only soft_similarity is present, and there\u2019s no deterministic linkage or other distinguishing evidence. Phrasing like \u201ceffectively identical\u201d and the 0.98 confidence overstate what the packet proves. " + "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." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15496,8 +15590,8 @@ "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": [ @@ -15507,40 +15601,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "d935e3c283a5e01ec84b71f69e1cb43ee80da1f65e7475f7356fe9c0e58a2005", + "prepared_review_unit_hash": "5f6d399b85bac915d49717d11e79ae0f22992a78ed9c3b0391eb39d1914a1d2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern 4-bit inference, but they describe different failures and code paths: one is a Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They should not be clustered as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a concrete, likely upstream configuration bug with a clear mechanism (`llm_int8_skip_modules` clearing the default exclusion) and broader applicability than the Gemma4-specific symptom.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the strongest representative for the cluster: it has the clearer root-cause description and is not tied to a single model family or module layout.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: Gemma4 audio-module `torch.finfo()` on `uint8` weights vs. BitsAndBytesConfig `lm_head` exclusion being cleared and causing an AssertionError. Same broad area, but not the same fix." + "reason": "Shared 4-bit/BitsAndBytes context only; the underlying bugs are different and would not be fixed by one change." } ] }, @@ -15554,7 +15648,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15597,148 +15691,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "25cce920bbda28d3a41c078024a00039437fbd59a368b58f44d8379a13ffa262", + "prepared_review_unit_hash": "9ec12cc29563a2a2c3a1828e8691d1bd08c649140c560c04a72cb9823fd12738", "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": 32874, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32877, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32874, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 43251 and 43254 are the same underlying fix: two near-identical implementations for passing supported kwargs through `fixed_cross_entropy`. The other soft links are broad topical similarity only and should not be treated as duplicates.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs spanning model additions, refactors, docs, and tests. The only genuine duplicate-style pair is the two `fixed_cross_entropy` patches (43251 and 43254), which address the same loss-utils change on the same code path.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative because it directly targets issue 43240 and is the more complete cross-entropy kwargs pass-through patch; PR 43254 is just a narrower alternate formulation of the same fix.", + "canonical_pr_reason": "PR 43251 is the best representative because it directly addresses the shared `fixed_cross_entropy`/`cross_entropy` bug with an explicit issue link and a focused implementation; 43254 is essentially the same fix with a slightly narrower signature change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global choice: it has the explicit issue linkage, fixes the same concrete code path as 43254, and is the clearest candidate to keep as the canonical implementation.", + "best_pr_reason": "PR 43251 is the strongest cluster representative because it is the only clearly duplicate-worthy change with a concrete shared bug fix in `loss_utils.py`; the rest of the PRs are unrelated additions or refactors.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model-addition PR vs executorch test-only PR; same broad repo, not the same bug or change." + "reason": "Different domains: a VideoPrism model add vs an ExecuTorch dynamic-shape test. Same broad testing/export ecosystem only, not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods vs adding a new model; no shared code-path problem." + "reason": "Tokenizer-method cleanup for MistralCommon is unrelated to adding MobileLLM." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer methods patch and executorch dynamic-shape test are unrelated changes." + "reason": "Mistral tokenizer API additions and ExecuTorch export tests do not share the same underlying bug or code path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM are different features/fixes." + "reason": "Processor auto-loading robustness and adding MobileLLM are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing and adding MobileLLM are unrelated." + "reason": "Loss-function kwargs passthrough is unrelated to adding the MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix and Mistral4 test/model changes are not the same code-path problem." + "reason": "Both touch functional areas in core training code, but one fixes cross-entropy kwargs while the other is a Mistral4 test/model cleanup; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test and Mistral4 fixes are unrelated test/model work." + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 test fixes are different changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test and MobileLLM addition do not fix the same issue." + "reason": "Dynamic-shape export testing has no concrete overlap with adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation and config resolution order fix are unrelated." + "reason": "New model implementation and class-annotation resolution order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-capture refactor are different model changes." + "reason": "Adding MobileLLM and refactoring Falcon output capture are separate model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill draft are unrelated." + "reason": "Falcon output-capture refactor and the model-creation skill file do not fix the same code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are not the same concrete bug." + "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are unrelated." + "reason": "Mistral4 test fixes and the `layrnorm` renaming cleanup are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes and config resolution ordering fix are unrelated." + "reason": "Mistral4 fixes and `cls.config` resolution ordering are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "Different model additions/fixes with no shared code-path issue." + "reason": "Adding MobileLLM and fixing Mistral4 tests do not share the same underlying bug or mergeable change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared `modeling_auto.py` mention is incidental; one is Mistral4 testing, the other is a draft model-creation skill." + "reason": "A model test fix and a new-model creation skill are not the same code change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model addition and model-creation skill draft are not the same underlying change." + "reason": "Model addition vs skill/documentation scaffolding are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches fix the same `fixed_cross_entropy` kwargs issue in the same file, with the same issue target 43240; they are plausible duplicate implementations of one change." + "reason": "Both PRs fix the same `fixed_cross_entropy` argument passthrough in `loss_utils.py` for the same issue; they are mergeable variants of the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 43251/43254, is well-supported by shared file, shared issue target 43240, and the same fixed_cross_entropy kwargs change. The other pairwise rejections are appropriately cautious given the evidence." + "feedback": "The summary is grounded in the packet. It conservatively treats the non-loss PRs as unrelated and correctly identifies only 43251/43254 as a mergeable duplicate-style fix for the same `fixed_cross_entropy` bug in `loss_utils.py`. The pair verdicts are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -15749,7 +15843,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15765,12 +15859,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "29dd579d89ce592f1d732efc90e2d28139cab90bb88e20da80dfe2dd81a0fc8a", + "prepared_review_unit_hash": "1172eb98074e8a8e805524489b1024b6b98491d3dc11c1c7518a117bf7f88a28", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15778,7 +15872,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15787,18 +15881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice pull requests, but they are not duplicates: one implements the core model integration, the other adds a separate realtime extension with additional tokenizer/generation work.", - "confidence": 0.94, + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 adds a separate VibeVoice Realtime layer plus acoustic-tokenizer work. They overlap in shared package wiring, but the underlying feature set and code paths are different.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the main VibeVoice implementation and broader integration point; PR #42781 is a follow-up realtime feature, not the same change.", + "canonical_pr_reason": "#40546 is the earlier, foundational VibeVoice integration and is the cleaner representative of the cluster\u2019s core model support.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest representative of the cluster: it covers the primary VibeVoice code path and documentation, whereas #42781 is a narrower draft extension.", + "best_pr_reason": "#40546 is the better cluster representative because it implements the main VibeVoice model integration rather than the narrower realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: both touch VibeVoice, but #40546 is the core implementation while #42781 adds realtime-specific behavior and an acoustic tokenizer. They are related follow-up work, not the same concrete bug or change, and would not plausibly be merged as one PR." + "reason": "Shared VibeVoice scaffolding is not enough here: #40546 adds the base model, while #42781 adds realtime-specific functionality and an acoustic tokenizer. They are related but not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -15812,7 +15906,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15828,7 +15922,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "7b3c1ba391ac0dc0c534e2c9fca67556c1a4771839720dceeb0f50831e4e4f61", + "prepared_review_unit_hash": "f14d8468a649d769806942a132c524dc502585ea8f2cf0c3fb9ad612981762ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -15850,18 +15944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated and should not be clustered as duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support.", - "confidence": 0.99, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 40755 and PR 41224 change different model families, different code paths, and different user-facing features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate resolution; neither PR subsumes the other because they address separate functionality.", + "best_pr_reason": "Neither PR is a duplicate candidate, but 41224 is the more focused change and easier to reason about as a standalone representative; 40755 is broader and touches more areas.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and tasks: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same concrete bug or implement the same change." + "reason": "Different underlying features, different model code paths, and no shared concrete bug or change. They would not plausibly be merged into one PR." } ] }, @@ -15875,7 +15969,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15938,7 +16032,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15954,12 +16048,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "fea2c72604d611272141e6484e4b7dd0059e60fe09b05312ae1a300b5a8dd3c1", + "prepared_review_unit_hash": "ab22411eb8684d9654a1e92bfbfdfc2a5d5293b8f6ef3bbd31176b6866505162", "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 }, @@ -15967,7 +16061,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15976,18 +16070,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are new, unrelated model integrations that happen to share Hugging Face boilerplate files. They do not appear to fix the same underlying code-path problem.", + "summary": "These PRs are not duplicates: they share a common model-addition scaffold, but one introduces DeepSeek OCR and the other introduces Isaac, with different model-specific code, configs, processors, and tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 41797 adds DeepSeek OCR, while 45186 adds Isaac; these are separate model additions with different implementations and tests.", + "canonical_pr_reason": "No duplicate canonical PR; they target different models. If one must anchor the cluster, 41797 is the better representative because it is the more reviewed DeepSeek OCR addition.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication. 45186 is not a duplicate of 41797; it is a distinct Isaac model integration, not the same change as DeepSeek OCR.", + "best_pr_reason": "41797 is the stronger standalone representative: it has more discussion/review activity and a complete DeepSeek OCR integration with docs and tests.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with different targets and code paths. Shared boilerplate files and model-registry wiring are not enough to treat them as the same PR." + "reason": "Different underlying changes: DeepSeek OCR vs Isaac. The overlapping files are generic registration/docs boilerplate, not the same concrete fix or feature." } ] }, @@ -16001,7 +16095,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16017,7 +16111,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5be97f2eee87991aa7b61a0617039a74c974f93e7f5fac8199c5e92e5993c9e6", + "prepared_review_unit_hash": "c203cccb8de1bf12f624534761ced99c7cd44d6cda42120cdc609c213c4ca93b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16039,18 +16133,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions upgrade PRs: one updates core workflow actions for Node 24 compatibility, the other bumps Docker build action versions. They are related in theme but not the same underlying change.", - "confidence": 0.92, + "summary": "Two open PRs both update GitHub Actions references, but they are not the same change: one is a broad Node 24 compatibility sweep across many workflows, while the other is a narrower bump of docker/build-push-action in Docker-image workflows. Similar theme, different concrete scope and likely separate merge candidates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it targets the foundational workflow actions (`checkout`, `cache`, `upload-artifact`) across many workflows and has a specific stated compatibility goal.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more clearly defined Actions compatibility upgrade spanning many workflows, making it the more central change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of this cluster because it is a broad, centralized CI maintenance change with a clear compatibility motivation, whereas 42976 is a narrower action-version bump for Docker build workflows.", + "best_pr_reason": "PR 42975 is the strongest single PR candidate overall due to its wider coverage and clearer architectural intent; PR 42976 is narrower and focused on a different action family.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow action version bumps, but they update different actions for different purposes (`actions/*` Node 24 compatibility vs `docker/build-push-action` upgrades). They are not the same concrete change and would not plausibly be one merged PR." + "reason": "Both touch GitHub Actions versions, but 42975 is a Node 24 compatibility sweep across many workflows while 42976 only bumps docker/build-push-action in Docker-related workflows. They do not appear to fix the same underlying bug or be mergeable as one PR." } ] }, @@ -16064,7 +16158,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16089,76 +16183,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:45630" ], - "prepared_review_unit_hash": "8710b2717ddf8ebbcb7ef4436e6698b4f64dd1ff992f18d5d5ade43c71a8e324", + "prepared_review_unit_hash": "504a0f37c7df6907a4000cb3985a9b16776aa159bcb4f09a555b6971ff99f806", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17619, - "estimated_input_tokens": 4405, - "estimated_eval_tokens": 9066 + "serialized_chars": 17624, + "estimated_input_tokens": 4406, + "estimated_eval_tokens": 9068 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17619, - "estimated_input_tokens": 4405, - "estimated_eval_tokens": 9066 + "serialized_chars": 17624, + "estimated_input_tokens": 4406, + "estimated_eval_tokens": 9068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five PRs are separate model-addition changes. The overlap is limited to shared boilerplate (docs, auto-registration, tests), not the same underlying bug or code-path fix, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "All pairwise soft matches are false positives: these PRs each add different models (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6) and do not fix the same code-path problem.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a duplicate canonical: each PR introduces a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6) and only shares framework/template files.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and the PRs are separate model-addition efforts, not duplicates of one change.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping here; the cluster is a set of distinct feature PRs rather than multiple reports of one change.", + "best_pr_reason": "No single PR is a good global representative for deduping here; each PR introduces a distinct model and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared auto/docs files are boilerplate only." + "reason": "Different model additions (ViT NEPA vs Molmo); shared doc/auto-registration files are boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2); no shared concrete bug or change." + "reason": "Different models and code paths (ViT NEPA vs Molmo2); overlap is only in shared infrastructure files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions, not the same fix." + "reason": "ViT NEPA and CTSM are unrelated model introductions; same repo areas touched, but not the same bug or change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations; similar scaffolding is not enough to merge them." + "reason": "Molmo and Molmo2 are distinct model families with different implementation files and APIs; not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are separate model-addition PRs with different code paths." + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs edits do not indicate the same concrete fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models; overlap is only in shared registration/docs machinery." + "reason": "Molmo2 and CTSM are different models and code paths; too broad to treat as one duplicate change." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are distinct model integrations, not one underlying change." + "reason": "CTSM and Kimi2-6 are separate model introductions with different implementation files; not the same underlying change." } ] }, @@ -16172,7 +16266,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16191,12 +16285,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "cb20456df7f5491ca00002cdb437a4d0fe075cfa1b4a54b03612bb1402af38d3", + "prepared_review_unit_hash": "0538e0ec9ee25b401454a48aee7f4fceee7709fb44be8e6b8be4e048da0ab52c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, + "serialized_chars": 7091, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -16204,7 +16298,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, + "serialized_chars": 7091, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -16213,30 +16307,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests: one Whisper test/tokenizer change, one test-only CLIP/ViT edit, and one broader FP8 dequantization fix. They do not look like duplicates of the same underlying bug or change.", - "confidence": 0.89, + "summary": "These are three mostly unrelated pull requests. One is a substantive FP8/dequantization fix, while the other two are small test-focused PRs in different model areas; they should not be clustered together as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and best-described fix: it has a clear title, touches a coherent code path around dequant/loading, and includes supporting model/quantizer changes. The other PRs are either test-only or narrowly scoped to Whisper tests.", + "canonical_pr_reason": "pull_request:44815 is the strongest representative: it has the clearest product bug/fix shape, spans the actual loading and FP8 inference codepaths, and is the most complete substantive change in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone representative of the cluster because it addresses a concrete implementation bug with a multi-file fix. The other PRs do not share the same failure mode or code path.", + "best_pr_reason": "pull_request:44815 is the best standalone PR in the cluster because it addresses a concrete dequantization issue across real code paths, whereas the others are narrow test edits without evidence of the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented PRs, but they target different models and different issues; there is no evidence they fix the same underlying bug or could be merged into one PR." + "reason": "Both are test-related, but they target different models and different changes; one includes Whisper tokenizer logic, the other only edits CLIP/ViT tests. They do not look like the same bug or mergeable fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/loading fix in 44815; they touch different subsystems and code paths." + "reason": "Whisper test/tokenizer work is unrelated to the FP8 dequant/loading fix. No shared concrete code-path problem is visible." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only edits in 43665 do not match the concrete dequantization/loading problem addressed by 44815." + "reason": "Although both touch tests, the substantive areas are unrelated: CLIP/ViT test tweaks versus FP8/dequantization and model-loading changes. Not the same underlying change." } ] }, @@ -16250,7 +16344,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16269,52 +16363,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "a1f0c06e2f3dc00d1515dedff610ab9a204b8747990425a454f7170a5f6fd3ea", + "prepared_review_unit_hash": "7cd4ab3302dab4094a374507700f98cf8a027417be64e211965b7534f7b116f9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7467, - "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": 7467, - "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": "All three pull requests are only superficially similar through shared test-file noise and placeholder changes; they do not fix the same concrete problem and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are three unrelated open \"[don't merge]\" PRs with only incidental overlap (mostly the shared vit test file). They do not appear to fix the same bug or implement the same change, so they should remain separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the cluster, 43532 is the most connected by soft similarity, but it is still not the same change as the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43532 is the least arbitrary representative because it links to both other PRs, but none of these PRs is a strong duplicate target.", + "best_pr_reason": "No PR is a true canonical representative for this cluster; 43532 is the most substantial, but it targets workflow/test infra changes that are still unrelated to the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/dependency-version and repo-bot check PR; 43532 is CI workflow/comment-handling plumbing. Shared vit test filename is incidental." + "reason": "43488 is a packaging/version-bump and test-ordering tweak, while 43532 rewires comment/CI workflows; they do not address the same concrete change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 changes setup/dependency metadata, while 45476 adds a PR CI workflow caller and unrelated tokenizer/test noise. Not the same code-path problem." + "reason": "43488 focuses on setup.py/dependency/version changes, whereas 45476 adds a CI workflow and unrelated tokenizer/test edits." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch a vit test file, but 43532 is about comment-driven CI workflows and 45476 is about adding a CI workflow caller plus unrelated model/test edits. They are not mergeable into one fix." + "reason": "They both touch tests, but the main edits are different: workflow/commenting logic vs CI-caller/tokenizer changes. Shared vit test files look incidental, not the same bug or change." } ] }, @@ -16328,7 +16422,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16344,12 +16438,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "bd0080a10900072f38f6a4f03df80ffd2df6939bc12d5861da62aaccf6578fa2", + "prepared_review_unit_hash": "01367ea1498f33d9309d43e65904bcca5c20bfdcd316f2f67d1a8e070a81b4d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16357,7 +16451,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16366,18 +16460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related scaffold additions for two different segmentation pipelines, but they implement different features and touch different model/test sets, so they are not duplicates.", - "confidence": 0.93, + "summary": "Both PRs add new segmentation pipelines and share substantial doc/bootstrap scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are related, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger representative of the cluster because it appears to be the broader, more fully integrated pipeline addition (more affected model/test files and a wider SAM-family surface).", + "canonical_pr_reason": "pull_request:43613 is the broader PR, with more model integrations and a larger test/doc footprint, so it is the better representative of this feature family.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best PR in the cluster for triage purposes because it looks more comprehensive and central to the segmentation pipeline work.", + "best_pr_reason": "pull_request:43613 has the more complete implementation surface and broader support, making it the strongest standalone PR in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding files, but the diffs target different code paths, models, and tests, so they should not be merged as duplicates." + "reason": "Different pipeline features and code paths: one is for promptable concept segmentation, the other for promptable visual segmentation. Shared docs/registration files are not enough to treat them as the same change." } ] }, @@ -16391,7 +16485,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16407,7 +16501,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2e99c488148d933e5c1b629f5f14893634fac8b8505ac02c85a8ffd71e932ad3", + "prepared_review_unit_hash": "e11481e0ba8cbbbf60d0ba634a2800e0cb8cd8247f752b51eaf9239f3c641f6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16429,18 +16523,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `src/transformers/trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change and should not be merged as duplicates.", + "summary": "Two separate Trainer refactors in the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for customization. They are related only by subsystem, not by the same underlying bug or change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better cluster representative because it makes the concrete runtime change in `training_step` and adds a new loss-scaling hook; PR #43663 is a separate refactor around signature-column filtering.", + "canonical_pr_reason": "No clear canonical PR: these are distinct Trainer enhancements touching different code paths and solving different problems.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone representative of the cluster\u2019s trainer changes; it has a clearer behavioral impact than the signature-column helper extraction in #43663.", + "best_pr_reason": "If one PR must represent the cluster, 43651 is the more self-contained concrete behavior change, but it is not a duplicate of 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: these are different code-path changes in `trainer.py` (GA loss scaling vs. signature-column filtering). Shared file and trainer extensibility theme are not enough to treat them as the same bug/change." + "reason": "Different fixes and different code paths: 43651 changes loss scaling in training_step, while 43663 adds an overridable signature-column helper for data filtering. Same file is not enough to treat them as one change." } ] }, @@ -16454,7 +16548,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16472,7 +16566,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "ac26269ff13f8c5bfd0befeb07bf29692fb033a3da9e1119847eed458e4e941c", + "prepared_review_unit_hash": "4a63453590d00c351c26d42bde494277140dfe327c1b0e92593561afb7b40563", "component_budget": { "node_count": 3, "item_count": 3, @@ -16494,30 +16588,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs cluster around TypeAdapter-related import/type-annotation failures in `src/transformers/cli/serve.py`. One PR is a broader refactor with the fix embedded, while the other two are focused fixes for the same NameError class of bug.", - "confidence": 0.88, + "summary": "All three PRs target the same TypeAdapter annotation/runtime NameError in `src/transformers/cli/serve.py`, with slightly different implementation approaches. PR #43842 is the cleanest minimal fix and the best canonical representative.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most focused and direct fix for the concrete runtime failure: it targets the TypeAdapter NameError when pydantic is absent, makes the annotation safe, and has the smallest surface area.", + "canonical_pr_reason": "PR #43842 is the most focused and explicit fix for the TypeAdapter NameError, with a minimal scoped change (`TYPE_CHECKING` import plus quoted annotation) and the clearest problem statement.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best represents the cluster because it cleanly addresses the import-time TypeAdapter NameError with minimal unrelated churn, making it the clearest canonical duplicate target.", + "best_pr_reason": "PR #43842 is the best overall representative because it directly addresses the runtime import/type-annotation failure with the smallest, most targeted patch.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs fix the same underlying import-time NameError in `serve.py` stemming from TypeAdapter/type-annotation evaluation, and their changes are compatible enough to plausibly merge into one PR." + "reason": "Both are fixes for the same TypeAdapter NameError in the CLI serve path; they address the same annotation-evaluation bug in the same file and could plausibly be merged into one change." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "Although they share the same file and issue target, #43836 is a much broader refactor with many unrelated changes; it is not tight enough to treat as the same concrete fix as #43842." + "accept": true, + "reason": "Both target the same TypeAdapter NameError in `serve.py` and appear to be alternative implementations of the same annotation fix, not merely related subsystem changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about TypeAdapter / annotation evaluation problems, with #43836 clearly the broader refactor and #43842 the most focused fix. The soft-edge rejection for #43836 vs #43842 is conservative. The #43656 vs #43842 acceptance is also plausible based on shared file, same bug class, and compatible patch style." + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are plausibly aimed at the same annotation-evaluation/TypeAdapter NameError class of bug. The choice of #43842 as the most focused canonical PR is conservative and supported by its smaller diff and explicit title. The soft-edge pair acceptances also look mergeable into a single bugfix PR, even if the implementations are slightly different." }, "evaluator_used": true, "retried": false, @@ -16528,7 +16622,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16594,7 +16688,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -16673,8 +16767,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44056|pull_request:44101", "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", @@ -16706,14 +16800,14 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "f39a6de582f34d3b9bf809b36bd9879b0979622440b7c2283f2cfc3a1f6f07ce", + "prepared_review_unit_hash": "2fd242fb8791f0f732c56f58c206f5d8c48258a4f5f9df4fe7efdd55f5155008", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, @@ -16728,300 +16822,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardize output tracing/capture_outputs across different Transformers architectures. Most pairs are not duplicates because they touch different model code paths; the only clear duplicate-like pairs are within the GPT-J/CodeGen refactor family and within the GPT-Neo refactor family.", - "confidence": 0.9, + "summary": "This cluster is mostly a family of output-tracing refactors across unrelated model implementations. The only clear duplicate subgroups are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest share the same broad tracing/decorator theme but not the same concrete code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best representative: it targets the shared output-tracing refactor with explicit issue linkage, and its diff covers the core GPT-J/CodeGen implementation rather than a narrower follow-up.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the exact GPT-J/CodeGen duplicate subgroup: same files, same output-tracing refactor, and same issue target as 44066/44085.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest cluster representative because it most clearly expresses the shared standardized output-tracing change and has the broadest, most central scope among the closely related PRs.", + "best_pr_reason": "44722 is the best single PR representative because it captures the most complete version of the exact GPT-J/CodeGen fix and is directly duplicated by closely matching PRs in the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; only the umbrella output-tracing theme overlaps." + "reason": "Different model families and code paths; only the generic output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures (FNet/CVT vs DeBERTa) and separate implementation paths." + "reason": "Different model families and code paths; same refactor pattern, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same underlying code path, so they could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing refactor in the same file; this looks like the same underlying change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models (RegNet/ResNet/RT-DETR vs EfficientNet); same refactor pattern is not enough to make them duplicates." + "reason": "Different model families and code paths; both standardize tracing, but they are separate fixes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Different model families and code paths; only the decorator-based refactor theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different forward-pass implementations." + "reason": "Different model families and code paths; not the same concrete change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated change targets." + "reason": "Different model families and code paths; same broad refactor idea only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations." + "reason": "Different model families and code paths; not the same bug or implementation." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths." + "reason": "Different model families and code paths; only the output-tracing modernization is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model code path, with overlapping file/test scope." + "reason": "Both are GPT-Neo output-tracing refactors in the same file/test set; same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different models." + "reason": "Different models and code paths; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + "reason": "Different model families and code paths; similar standardization work only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families." + "reason": "Different models and code paths; only the tracing refactor pattern overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated; only the refactor style overlaps." + "reason": "Different model families and code paths; same high-level refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." + "reason": "Different model families and code paths; same decorator-output theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different model targets." + "reason": "Different model families and code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; only the tracing refactor theme overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated." + "reason": "Different model families and code paths; not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different implementations." + "reason": "Different model families and code paths; same broad refactor style only." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different output-tracing call sites." + "reason": "Different model families and code paths; only the output-tracing pattern is shared." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated architectures." + "reason": "Different model families and code paths; same refactor style only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MGP-STR are different model implementations." + "reason": "Different model families and code paths; same decorator/tracing cleanup theme only." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different code paths." + "reason": "Different model families and code paths; not a duplicate fix." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model implementations." + "reason": "Different model families and code paths; only broad output-handling refactor overlap." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; same standardized tracing theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different models." + "reason": "Different model families and code paths; not the same change." }, { - "left": "pull_request:44017", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated code paths." + "reason": "Different model families and code paths; only a shared refactor pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "Different model families and code paths; same general tracing-standardization theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing modernization is shared." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "Different model families and code paths; same refactor style only." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model families." + "reason": "Different model families and code paths; not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model code paths." + "reason": "Different model families and code paths; same broad theme only." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different models." + "reason": "Different model families and code paths; not a duplicate change." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different architectures." + "reason": "Different model families and code paths; same decorator/refactor theme only." }, { - "left": "pull_request:44010", + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." + }, + { + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated implementations." + "reason": "Different model families and code paths; only the generic tracing refactor overlaps." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model code paths." + "reason": "Different model families and code paths; same standardized-output theme only." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated." + "reason": "Different model families and code paths; not a duplicate." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT2 are different model implementations." + "reason": "Different model families and code paths; same output-tracing theme only." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated model code paths." + "reason": "Different model families and code paths; not the same concrete change." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and Segformer are different models." + "reason": "Different model families and code paths; only the broad refactor pattern overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are different architectures." + "reason": "Different model families and code paths; same tracing-refactor theme only." }, { - "left": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "Different model families and code paths; only the generic output-tracing work overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and MPT are different code paths." + "reason": "Different model families and code paths; same broad refactor theme only." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different models." + "reason": "Different model families and code paths; not the same underlying bug/change." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model code paths." + "reason": "Different model families and code paths; same tracing-standardization idea only." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different architectures." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; this is the same underlying change." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing fix in the same code path; the PRs appear to be the same change." + }, + { + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "Different model families and code paths; shared issue target or refactor style is not enough." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated implementations." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; same broad output-tracing theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "FNet/CVT and Segformer are different model code paths." + "reason": "Different model families and code paths; only the tracing-refactor theme overlaps." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about mergeability. The accepted soft-edge pairs are plausible same-bugfix merges within the same model family, and the rejected pairs are adequately separated by model/code-path differences." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The GPT-J/CodeGen cluster is well supported by shared files and issue target, and the GPT-Neo pair is at least plausibly the same code-path refactor. The rejected cross-model pairs are appropriately conservative given the diffs." }, "evaluator_used": true, "retried": false, @@ -17032,7 +17204,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 26, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -17059,70 +17231,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e48e587718e7f2fe8df72e7b23c6f2c431ef5615526ae3ba279748d10bf5828f", + "prepared_review_unit_hash": "30de4f99f6eee3eb272ac970b4f5accc28f275a6c18f1061c3ed6074ada89658", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are related by theme: standardized output tracing / capture_outputs migrations across different model implementations. They are not duplicates of the same concrete change, so the soft edges should be rejected.", - "confidence": 0.93, + "summary": "These PRs are all part of the same broad maintenance wave to standardize output tracing/capture across different Transformer models, but they are model-specific refactors rather than duplicate bugfixes or mergeable overlapping changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly targets standardized output tracing, updates both capture_outputs and can_return_tuple usage, and has a self-contained model-specific refactor.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster\u2019s shared pattern: it combines the output-capture import changes with a concrete model-specific `_can_record_outputs` setup and `can_return_tuple` usage, making it a good anchor for the standardized-output tracing migration theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best standalone candidate because its scope is well-defined and representative of the refactor pattern without depending on other models or issues.", + "best_pr_reason": "PR 44073 is the best cluster exemplar because its title and diff most explicitly describe the common refactor pattern, while still being a self-contained single-model migration like the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same refactor pattern, but different models and code paths (FocalNet vs ImageGPT). This is thematic similarity, not the same bug/change." + "reason": "Both are output-capture refactors, but they target different models and different code paths; they are not the same change and would not plausibly be merged as one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated architectures (VisualBert vs TextNet) and are not mergeable as one concrete fix." + "reason": "These are separate model migrations (VisualBert vs TextNet). The shared decorator pattern is too broad to treat as a duplicate or one underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Different model implementations and different call paths; they share only the standardized tracing refactor theme." + "reason": "Both refactor output tracing, but MPNet and VisualBert are unrelated implementations with distinct capture mappings and forward signatures." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate model code paths; this is the same refactor family, not a duplicate PR." + "reason": "Same broad refactor theme, but different model-specific implementations; this is not one concrete bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model stacks. The overlap is only the general decorator/output-capture migration." + "reason": "RegNet and SqueezeBert are separate model ports of the same standardization effort, not duplicate fixes for the same code path." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different subsystems and the SpeechT5 PR is tied to its own explicit issue; they are not the same concrete change." + "reason": "Both touch standardized output tracing, but they affect different models and distinct forward/capture behavior; too broad to merge as one PR." } ] }, @@ -17136,7 +17308,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17205,292 +17377,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "29d7117d92a9dbe1af5a60a3b7cd134a3a94f11695cfba4f66d2f94a2ddf1480", + "prepared_review_unit_hash": "a7b18ca97dee96b80f730b078f598235672d0dbbc2b6f046b9dcc156f73500c6", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41324, - "estimated_input_tokens": 10331, - "estimated_eval_tokens": 20918 + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41324, - "estimated_input_tokens": 10331, - "estimated_eval_tokens": 20918 + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-looking but distinct model-specific output-tracing refactors. They share a common pattern, but each PR touches a different architecture/code path, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "This cluster is a batch of model-specific output-tracing refactors across unrelated architectures. The PRs share a naming pattern and similar decorator/capture changes, but they do not look like duplicates or one mergeable code change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the broadest representative of the pattern, touching two related depth-anything files and carrying the most discussion, but it is still model-specific rather than a duplicate of the others.", + "canonical_pr_reason": "44025 is the broadest single PR in the set, touching two closely related depth-anything files and having the most substantive discussion, so it is the best representative anchor for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative of the cluster\u2019s refactor theme because it spans multiple related files and has the clearest refactor scope. It is not a duplicate of the other PRs.", + "best_pr_reason": "44025 is the strongest representative PR, but only as a cluster exemplar; it is not a duplicate of the other PRs because those target different model implementations and code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different code paths; same refactor theme only." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (timm_backbone vs vision_text_dual_encoder); not the same concrete change." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; no shared bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; only the output-tracing pattern matches." + "reason": "`timm_backbone` vs `univnet`; only the generic output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems/models; too broad to be the same bug or change." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate implementations with different runtime behavior." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model-specific refactors; no shared concrete code path." + "reason": "`timm_backbone` vs `rwkv`; same umbrella refactor theme, but no common code path." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet are unrelated architectures; not duplicates." + "reason": "`mobilenet_v1` and `univnet` are different model stacks; not a mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; same refactor style only." + "reason": "`mobilenet_v1` vs `upernet`; unrelated model code." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; no identical bug or change." + "reason": "`mobilenet_v1` and `depth_anything` touch different model families and outputs." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate model-specific refactors, not one mergeable fix." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; same refactor style, different code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures and files; only superficially similar." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (dual encoder vs UnivNet); not the same code-path issue." + "reason": "`vision_text_dual_encoder` vs `univnet`; different model families and output objects." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and outputs; no concrete overlap beyond the refactor theme." + "reason": "`vision_text_dual_encoder` and `upernet` are separate code paths; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model domains; not plausibly one PR." + "reason": "`vision_text_dual_encoder` vs `depth_anything`; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder wrappers; not the same underlying change." + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are distinct composite models with different forward logic." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs UperNet are unrelated; similar naming only." + "reason": "`univnet` vs `upernet`; unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model implementations and code paths; not duplicates." + "reason": "`univnet` and `depth_anything` are different domains and code paths." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Separate model refactors; no shared concrete bug." + "reason": "`univnet` vs `vision_encoder_decoder`; same refactor theme only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated subsystems; not the same fix." + "reason": "`upernet` and `rwkv` are different architectures; not a duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; only the output-tracing pattern is shared." + "reason": "`upernet` vs `depth_anything`; both are vision models, but the concrete forward/output code differs." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; too broad to merge as one PR." + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model families." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct refactors." + "reason": "`upernet` vs `mamba/falcon_mamba`; no shared code path." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba models; not the same underlying change." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` do not fix the same underlying issue." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models and architectures; not a duplicate." + "reason": "`mamba/falcon_mamba` vs `superpoint`; different model internals and tracing hooks." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba vs CodeGen are unrelated code paths; same theme only." + "reason": "`mamba/falcon_mamba` and `codegen` are separate code paths with different output behavior." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; no common concrete bug." + "reason": "`timm_backbone` vs `codegen`; no common concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Distinct models and changes; not mergeable into one fix." + "reason": "`univnet` and `codegen` are unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures; similar output-signature cleanup only." + "reason": "`upernet` vs `codegen`; same refactor language only." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different models and code paths; not duplicates." + "reason": "`vision_text_dual_encoder` and `codegen` are different architectures and outputs." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs Vision Encoder-Decoder are unrelated; no same underlying bug." + "reason": "`depth_anything` vs `vision_encoder_decoder`; both are output-tracing refactors, but not the same code path." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; only the refactor motif matches." + "reason": "`depth_anything` and `speech_encoder_decoder` are distinct model families." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Distinct model implementations; not the same change." + "reason": "`depth_anything` vs `superpoint`; unrelated vision model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and code paths; no duplicate evidence." + "reason": "`depth_anything` and `rwkv` have no shared forward path or output handling." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth/vision refactor vs DPR refactor; unrelated concrete changes." + "reason": "`depth_anything` vs `dpr`; different model classes and output semantics." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different models; not the same bug or feature." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision encoder-decoder vs speech encoder-decoder are different code paths; too broad." + "reason": "`vision_encoder_decoder` vs `speech_encoder_decoder`; similar wrapper pattern, different concrete models." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different subsystems and files; not duplicates." + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same code path." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and refactor scopes." + "reason": "`vision_encoder_decoder` vs `dpr`; different model families and forward contracts." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated; only the pattern is similar." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures; no shared concrete fix." + "reason": "`speech_encoder_decoder` vs `rwkv`; no shared underlying bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `dpr` modify different model code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint vs RWKV are unrelated code paths." + "reason": "`superpoint` vs `rwkv`; different domains and forward logic." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and implementations; not duplicates." + "reason": "`superpoint` and `dpr` are separate model implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated; same high-level refactor style only." + "reason": "`rwkv` vs `dpr`; same output-tracing motif, but not the same concrete fix." } ] }, @@ -17504,7 +17676,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17523,52 +17695,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "b42cd72acec4281ada5e70e2981ed755f3064224b972ee2c0777661019af7813", + "prepared_review_unit_hash": "342f51772637dbde6850cca6a0140941039f96f0eb96475b11f266a330e19b34", "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": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). The overlap is mostly boilerplate around docs and auto-registration, not the same underlying code change.", - "confidence": 0.98, + "summary": "All three PRs are separate model-addition implementations that share the same Transformers integration scaffolding, but they target different models and code paths. No duplicate or mergeable PR pair here.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication: each PR introduces a different model family with distinct configs, model code, and tests.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared docs/auto-registration files are boilerplate, not evidence of the same fix." + "reason": "Different model families and implementations: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are boilerplate for new model support, not evidence of the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different additions: PenguinVL and DeepSeek-OCR-2 each add separate model stacks. Similar file patterns do not imply the same underlying change." + "reason": "Different additions: PenguinVL and DeepSeek-OCR-2. They both add model packages plus docs/tests, but fix unrelated model integration work." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS target unrelated model implementations and modalities, so they should not be merged as duplicates." + "reason": "Different concrete model support work: DeepSeek-OCR-2 vs Voxtral TTS. Similar framework hooks are generic new-model plumbing, not a shared underlying bug or feature." } ] }, @@ -17582,7 +17754,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17598,12 +17770,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "fdc85cffecf686f1a54b4a86558345dac6ed202f46ff835ceacc9814e6f2f2ce", + "prepared_review_unit_hash": "ec7ab83d29295f876904e1a72ef7bd747a7ac88b9c617e59dca727b02ad10a2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17611,7 +17783,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17620,18 +17792,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about fusion, but they target different changes: #44979 introduces a generic module-fusion API and tests, while #45363 implements n-to-1 kernel fusion through KernelConfig and integration points. They are related in theme, not duplicates.", - "confidence": 0.89, + "summary": "The two PRs are related by the broad theme of module/kernel fusion, but they target different implementations and code paths: one introduces a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look like duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose #45363 as the canonical PR because it is the more concrete, end-to-end implementation of fusion behavior, with multiple touched integration files and an explicit KernelConfig-driven path.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end fusion change: it updates kernel configuration, model loading, integrations, and includes an example. PR #44979 is a separate generic API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the stronger representative for this cluster: it is a specific feature implementation rather than just the API scaffolding, so it better captures the substantive fusion work.", + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements a specific fusion workflow across the real loading/integration path rather than just adding a standalone API module.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad fusion theme, but different abstractions and code paths: #44979 adds a module-fusion API layer, while #45363 adds kernel-based n-to-1 fusion via KernelConfig. They do not look like the same concrete change." + "reason": "Both are fusion-related, but they are different proposals: a standalone Module Fusion API versus n-to-1 kernel fusion via KernelConfig. They do not fix the same concrete problem and would not naturally merge into one PR." } ] }, @@ -17645,7 +17817,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17661,7 +17833,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c80036ab36ddf8d30e87e07b7bdf3eb472157ed658155b6f4f47699603f878fc", + "prepared_review_unit_hash": "b59ae42b2b2f17862148a5bbb2324854364e04679a7573fa29723b24f3171428", "component_budget": { "node_count": 2, "item_count": 2, @@ -17683,18 +17855,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs implement the same Mistral regex patch in the same file, with nearly identical code changes and the same tracked issue; 45317 adds tests and is the more complete representative.", - "confidence": 0.98, + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for Mistral regex patching, with the same code change in `tokenization_utils_tokenizers.py`; PR 45317 appears to be the more complete version because it adds tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus a test update, making it the more complete and representative change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it makes the same fix as 45086, targets the same issue, and adds test coverage plus discussion/review activity.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest PR to keep: same underlying bug fix as 45086, same target issue, and it includes validation coverage in tests.", + "best_pr_reason": "PR 45317 is the best representative of the change because it contains the core fix and accompanying tests, making it the most complete implementation of the bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete AttributeError fix in the same code path and same file; the diffs are effectively the same patch, with 45317 adding tests." + "reason": "Same underlying bug and code path: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in the Mistral regex patch. The second PR is an expanded version of the first, adding tests, so they could plausibly be merged into one PR." } ] }, @@ -17708,7 +17880,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17724,12 +17896,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "020416659341554642d3cfe6503770f00b9f35ac6d2c8c8a4ad13c00529a1cdd", + "prepared_review_unit_hash": "e227464c9d91747b2f724d4dcb1f9ff0418182ec45653ebc37800771dad1284d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17737,7 +17909,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17746,18 +17918,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH pull requests, but they address different change sets: one is a refactor to make NemotronH inherit GraniteMoeHybrid-style structure and conversion mappings, while the other splits NemotronH into dedicated dense/sparse model variants with docs and auto-mapping updates. They are not the same underlying PR and should not be merged as duplicates.", - "confidence": 0.9, + "summary": "Two open NemotronH-related PRs overlap in files, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split and documentation update for NemotronH dense/sparse variants.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be treated as the cluster representative, PR #45569 is the broader and more complete architecture/package split for NemotronH. PR #45115 is a narrower refactor focused on inheritance and checkpoint key renaming.", + "canonical_pr_reason": "PR 45569 is the better representative because it is the larger, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto/config/model wiring, and carries the accompanying docs/tests. PR 45115 is narrower and focused on conversion mapping plus refactoring the existing NemotronH implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall representative because it introduces the larger structural change (dedicated dense/sparse model families, docs, auto mappings, and tests). PR #45115 is narrower and mainly adjusts model inheritance and conversion mapping.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster because it addresses a broader end-to-end product change rather than just internal refactoring. PR 45115 is useful but too specialized to serve as the primary representative.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but different underlying changes: #45115 refactors NemotronH to inherit GraniteMoeHybrid-compatible structure and key mappings; #45569 splits NemotronH into separate dense/sparse model variants with docs, auto-mappings, and tests. They are not the same fix and would not plausibly merge into one PR as duplicates." + "reason": "Do not treat as duplicates: 45115 mainly refactors NemotronH to inherit GraniteMoeHybrid and adjusts checkpoint conversion mapping, while 45569 splits NemotronH into dense/sparse variants and updates docs, auto-mapping, and tests. They touch related files but target different concrete changes and would not be merged as one PR." } ] }, @@ -17771,7 +17943,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17787,7 +17959,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "854e6b0504cb8aeb9dbc7d60633b30c28b8f108c3faf53bb625df4c3e38ef275", + "prepared_review_unit_hash": "864015f1e2040bf4dce1704d72328cf3460ba8ab46122a1b9e0bbf79cab7b44e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17809,18 +17981,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pull requests: one introduces heterogeneous per-layer config support, the other builds on it to add heterogeneous model/cache behavior. They share some files, but they are not the same concrete change.", - "confidence": 0.86, + "summary": "These are related but not duplicates: PR #45333 adds the per-layer heterogeneous configuration primitives, while PR #45332 builds on that foundation to add heterogeneous modeling/cache behavior. They address adjacent layers of the feature, but not the same concrete change set.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more central implementation: it adds heterogeneous model support and also touches the config/cache plumbing needed to use it. PR 45333 is a narrower config-only foundation piece.", + "canonical_pr_reason": "PR #45333 is the better canonical representative for the shared theme because it introduces the core per-layer configuration support that the other PR depends on.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 best represents the cluster because it covers the end-to-end heterogeneous model support, not just the config layer. PR 45333 looks like a prerequisite subset rather than the main change.", + "best_pr_reason": "PR #45333 is the best single representative because it is the narrower, foundational change; PR #45332 is a larger follow-on integration PR rather than the same patch.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying code-path problem. 45333 is config infrastructure; 45332 is the larger model/cache integration built on top of it. They could be part of one roadmap, but they are not duplicate PRs." + "reason": "Do not merge: one PR adds heterogeneous config primitives, the other extends model/cache code to consume them. They are related but not the same underlying bug/change and would not plausibly be merged as a single PR." } ] }, @@ -17834,7 +18006,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17850,7 +18022,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "69cfeffb00e1fdb8419808d7aacbaa6bcef3185db2a25b0ddff4b815192738e9", + "prepared_review_unit_hash": "328e9d7478eaeb29d36af2e51e0b923256f06f486ec9e0ff0dce0bee7e28bf27", "component_budget": { "node_count": 2, "item_count": 2, @@ -17872,18 +18044,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they target different changes: one is a broad type-checking sweep across many files, the other adds shared typing aliases/protocols and related updates in a smaller set of modules. They are not the same underlying fix.", - "confidence": 0.87, + "summary": "Both items are type-checking related PRs, but they are not duplicates: #45415 is a broad repo-wide type-checking pass for many `src/transformers/*` files, while #45425 is a narrower typing cleanup centered on `modeling_utils`/`_typing.py`.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical choice because it is a focused typing-infrastructure change with concrete reusable aliases/protocols, whereas 45415 is a wider repo-level type-checking pass.", + "canonical_pr_reason": "#45415 is the broader umbrella PR and the clearest representative of the cluster\u2019s main type-checking effort.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of this cluster since it makes a specific typing support change; 45415 is broader and more of a general annotation sweep.", + "best_pr_reason": "#45415 is the stronger global representative because its scope is wider and its title/descriptions align with the overall typing sweep across `src/transformers` files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few files, but 45415 is a broad add-type-checking sweep while 45425 introduces specific typing protocols/aliases and updates affected code paths. Different underlying changes." + "reason": "They share the general theme of typing work, but they address different changes and scopes. #45415 is a broad type-checking pass across many files, while #45425 adds specific typing protocols and updates for `modeling_utils` and related helpers. They do not look mergeable into one duplicate PR." } ] }, @@ -17897,7 +18069,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17913,7 +18085,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "34d1944d9fc8bc25439045709e2384f3ea5a762e9b34f8bc5a2fbdbf2a6832f7", + "prepared_review_unit_hash": "e27704f1ddcce2834edcadc2e0fcb2ce0abb5d802f9b98efa349a72816446547", "component_budget": { "node_count": 2, "item_count": 2, @@ -17935,18 +18107,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes device placement for model-parallel text embedding code in AltCLIP/ChineseCLIP, while the other only updates Qianfan OCR XPU test expectations.", + "summary": "These PRs are unrelated: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP and related models, while the other only updates Qianfan OCR XPU test expectations.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the substantive code fix: it changes runtime model logic across multiple model files to move buffered token type ids onto the correct device, which matches the described model-parallel bug.", + "canonical_pr_reason": "PR #45487 is the substantive code fix: it changes device handling in model parallel paths across several text/vision models and includes targeted tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative of the cluster because it addresses a concrete code-path defect with cross-model impact, whereas PR 45615 is test-only and does not represent the underlying bug/change.", + "best_pr_reason": "PR #45487 is the best representative of the cluster because it addresses a concrete runtime bug; PR #45615 is only a test expectation update.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Reject: the PRs target different problems and code paths; 45487 fixes device handling in model forward logic, while 45615 only adds XPU golden values to tests for Qianfan OCR." + "reason": "Different artifacts and different problems: #45487 fixes tensor/device placement in model code, while #45615 updates XPU test outputs for Qianfan OCR. They do not appear to be the same underlying change." } ] }, @@ -17960,7 +18132,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17976,7 +18148,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7637a6430a77e2617d1c2ec2bd682f2efbbf4b9908be794cedcc58713e20cc28", + "prepared_review_unit_hash": "2d2ebf7c266e27614d2d8c7100edfb92e3f86537e2c7755bd10f4e9215394b92", "component_budget": { "node_count": 2, "item_count": 2, @@ -17998,18 +18170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two EP-related PRs, but they fix different concrete bugs and should not be merged as duplicates.", - "confidence": 0.91, + "summary": "These are related only at a broad thematic level (expert parallelism/loading). They fix different concrete failure modes in different distributed setups, so they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the stronger representative because it addresses a specific EP/FSDP2 overwrite bug with targeted loader and integration changes, whereas 45548 is a separate accelerate/ZeRO-3 serialization/loading fix.", + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete EP/FSDP2 corruption bug in sharded loading, with a specific runtime path and fix. PR #45548 is a separate accelerate/ZeRO-3 loading issue and is not the same change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the best single PR to surface for this cluster: it has the clearest concrete failure mode and the broadest set of code-path fixes tied to that bug.", + "best_pr_reason": "PR #45662 is the stronger standalone PR for the cluster because it addresses a precise data-overwrite bug during distributed parameter loading, with direct code-path changes in loading and MoE handling. PR #45548 is a different EP-related serialization/loading fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: 45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while 45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. Same EP theme, but different code paths and failure modes." + "reason": "Both mention EP and distributed loading, but they fix different bugs: #45548 adds config/model support for accelerate+DeepSpeed ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/sharded loading. Same subsystem, different code-path problem." } ] }, @@ -18023,7 +18195,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18039,7 +18211,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d5961fe4d3e69383f171188597c664f058044c69ea328123672a05076fc4b735", + "prepared_review_unit_hash": "cc7c775ebaa1fed4ad1f43d80bca7098e5c9303885068c828f788453aa70584f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18061,18 +18233,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist collision bug around captured_info debug artifacts. PR 45639 fixes the writer in `testing_utils.py`; PR 45645 includes that same code-path fix and also updates CI log collection to read the new per-worker files, so it looks like the broader, more complete version of the same change.", - "confidence": 0.96, + "summary": "Both PRs target the same xdist collision in captured_info artifacts for issue #45561, but #45645 is the broader, more complete fix that also updates CI handling of the generated logs.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it contains the core `testing_utils.py` fix plus the necessary workflow change to consume multiple `captured_info*.txt` files in CI, making the solution complete rather than writer-only.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core testing_utils fix from #45639 plus the CI/log-handling changes needed to consume multiple captured_info files safely.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it addresses the underlying xdist-safe logging problem end-to-end and subsumes the narrower patch in 45639.", + "best_pr_reason": "PR #45645 is the best representative of the change set: it addresses the same captured_info xdist collision and also preserves CI debug-log collection across multiple workers.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same concrete bug in patched testing debug logs under xdist. 45645 builds on the same `testing_utils.py` change and adds the matching CI reader update, so they are plausibly part of one merged fix rather than separate changes." + "reason": "Both PRs fix the same underlying captured_info xdist collision; #45645 is essentially a superset of #45639 with additional workflow/log collection updates." } ] }, @@ -18086,13 +18258,13 @@ { "label": "pull_request", "component_index": 25, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "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-45683-2", "nodes": [ @@ -18102,7 +18274,7 @@ "soft_pairs": [ "pull_request:45683|pull_request:45734" ], - "prepared_review_unit_hash": "b52ca6e04dd943e7cbb6fcbfa4fd68de7103de43e930c9387db6e618a3dfe6df", + "prepared_review_unit_hash": "5bf556c48e00ed86e4c03ceb7e01f11cf4b18f29c45b12a017e905cb44e456f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18124,18 +18296,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same quantizer helper, but they fix different bugs: one excludes audio tower/embed_audio modules from quantization, while the other makes user-supplied skip_modules additive with the default auto-detected skips and adds tests.", + "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": "PR 45734 is the better cluster representative because it fixes the core skip_modules regression in the quantizer flow and includes test coverage; PR 45683 is a separate audio-module exclusion change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45734 best captures the main quantizer behavior bug and is more complete due to the added regression test; PR 45683 addresses a different model-specific audio-path issue.", + "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": "Different underlying bugs: 45683 skips audio modules for multimodal models, while 45734 changes how skip_modules combines with default protected modules to prevent lm_head quantization. Shared file/issue target is not enough to treat them as duplicates." + "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." } ] }, @@ -18145,6 +18317,72 @@ "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": "llm", + "cache_hit": false, + "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/analysis/current/manifest.json b/analysis/current/manifest.json index e2c483aba630aa8b1bd6b20df50e678b971da4c4..626f473981c69341206f80ed2df8f6ed7101cf41 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260501t120032z", + "analysis_id": "hybrid-model-20260501t180051z", "archived_artifacts": { - "hybrid": "snapshots/20260501T120032Z/analysis-runs/hybrid-model-20260501t120032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260501T120032Z/analysis-runs/hybrid-model-20260501t120032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-01T12:02:58Z", + "published_at": "2026-05-01T18:08:44Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260501T120032Z", + "snapshot_id": "20260501T180051Z", "variant": "hybrid" } diff --git a/snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.json b/snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..22f0754fc8b981c3ccb9fd4290330fecc8704481 --- /dev/null +++ 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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.", + "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_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. 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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.", + "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_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." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime issues on different backends and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class: image-preprocessor dtype mismatch vs AMD GPU model failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend complaints, but they are not the same concrete failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime errors; not the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failure modes; no common concrete fix." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs CUDA assert under device mapping are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they cover different removed references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs import-path breakage are distinct problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms: ZeRO-3 index error vs mask-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same generic index-style failure surface is not enough; the concrete bugs differ." + }, + { + "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." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping helper failure vs mask/tensor shape error are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor preset handling vs ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete bugs differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern, with only model naming differing." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both involve text generation correctness, but the detokenization and LoRA merge issues are different." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call path vs GPT-OSS TP support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues with no shared code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-shape bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but they are different runtime failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing error vs trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures and different subsystems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config regression vs 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." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing failure vs dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and runtime paths; not a duplicate." + }, + { + "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." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for removed v5 APIs, but they target different removals." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific errors: dtype mismatch vs StopIteration in video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS int histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL trainer issue vs MPS backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths; both mention loss computation but not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to mask/index shape errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP issue vs import error 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." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different removed/changed APIs and are not the same issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model regressions: Gemma3/vLLM config vs Qwen3 device mapping assert." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH load failure are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading failure vs corrupted checkpoint are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related errors, but the actual tensor/shape failures differ." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma sliding-window regressions with distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility vs pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug vs corrupted checkpoint are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure vs pydantic config breakage are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime and backend-specific failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm issue vs MPS histogram limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different dtype/tracing failures with no shared concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import error vs Gemma3/vLLM config error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are runtime shape/index issues, but the concrete failures are different." + } + ] + }, + "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." + }, + "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:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "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:43883", + "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:43054|issue:43994", + "issue:41093|issue:43596", + "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:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "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:41553|issue:43883" + ], + "prepared_review_unit_hash": "197bed03fc9141033c64dd79d0234dbf7fb27cf0b22cb07b9418fbf54d838c3c", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37181, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated. The only clear duplicate set is the Transformers v5 non-persistent-buffer corruption regression, where 43950 is the broadest report and 43644/44534 are narrower variants.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest umbrella report for the non-persistent-buffer corruption regression in Transformers v5; it directly states the bug and subsumes the narrower duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue for the cluster because it names the regression clearly and broadly, while the other accepted duplicates are narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: model loading failure in vLLM vs GGUF architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different fields and failures: missing pad_token_idx vs Pydantic PretrainedConfig handling." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different code paths: int4 quantization memory growth vs tied-weights behavior." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/tracing vs tensor-parallel execution failures; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to streaming chat/completions API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected init_empty_weights argument is a separate initialization bug from the Pydantic model-field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same as the PretrainedConfig/Pydantic regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different models and errors: Gemma3 sliding_window_pattern vs MobileLLM load key error." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is degraded embedding quality while the other is a pipeline/AutoModel correctness issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Shape-mismatch indexing error and zero3/BertModel out-of-bounds error are different failures." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch tracing grouped_mm failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to the GLM5 issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading custom modules, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not enough to call them the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is separate from TRL embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and code paths; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation-model issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is unrelated to tied-weights regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to docs still mentioning a removed command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same bug as tied weights on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and outdated docs are separate documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 corrupts non-persistent buffers; 44534 is a rewording of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are filled with junk/corrupted on load." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and poor embedding quality are related only at a broad model level, not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/BF16 issues, but one is an autocast mismatch and the other is an RLHF gradient explosion caused by position_ids behavior." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint loading and noisy transformer loading are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging is unrelated to the missing all_tied_weights_keys attribute." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate set around 43950/43644/44534 is well supported by the issue titles, and the other soft-edge rejections are cautious and consistent with the distinct problem statements." + }, + "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": 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:36331", + "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:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "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:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43975|issue:45237", + "issue:42947|issue:43856", + "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: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:43854|issue:44863", + "issue:42915|issue:43872", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "9b0caf7690518cbe9b906fe2f653e8d45a86eaf59efab62c5393258d7b3a62d9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37862, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated bugs: trainer API signature mismatch vs Gemma3 ZeRO-3 load failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level failures: bitsandbytes kwarg incompatibility vs missing Float8 storage type." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the symptoms are different and not clearly the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different targets and failure modes: Voxtral AutoTokenizer error vs glm-4v-9b loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing issue vs int4 quantization memory/OOM regression." + }, + { + "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." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise report vs a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs import_utils flash_attn lookup on Python 3.13." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related broadly to remote_code, but one is missing fields in AutoConfig and the other is a wider regression report." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for sleng-bert." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer bug vs AMD GPU runtime incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: ineffective gradient checkpointing vs Qwen3 MoE memory usage." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model load issues on different models." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing symbol vs bitsandbytes init-kwarg incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like bug vs broad remote_code regression; different code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and a Kimi-K2.5 tokenizer codec regression are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation bug: v5 docs still reference removed pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash vs flash-attn fallback gating; unrelated fixes." + }, + { + "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." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head bug vs non-persistent buffer corruption; distinct loader behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion problem vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is specific; 45020 is a broader remote_code regression umbrella." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer targets and different failure types." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error for MobileLLM loading vs broad remote_code regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading errors." + } + ] + }, + "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." + }, + "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": 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:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "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:45305", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "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", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "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:42491|issue:43720" + ], + "prepared_review_unit_hash": "a70827533445902e88b2eeb263ee9bce1ae9480756cec898c0f283779fc09aa7", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster, with three clear duplicate/regression pairs: the Transformers v5 non-persistent-buffer regression, the mask-shape IndexError pair, and the custom-model init pair. The SigLIP2 pair (issue:38175 vs issue:43994) is only weakly related by model family and bad outputs, so it should not be treated as a true duplicate. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it states the Transformers 5.0.0 non-persistent-buffer regression most directly and matches issue:44534 as a near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue anchor: it is concrete, clearly scoped, and has the strongest confirmed duplicate signal in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Qwen3.5 SDPA/BF16 gradient explosion vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different code paths: Qwen3 MoE loading/LORA incompatibility vs DeepSpeed gradient averaging bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: custom trainer keyword mismatch vs mask/tensor shape mismatch." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying IndexError pattern: the mask-shape mismatch error message and failure mode align closely." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: bitsandbytes constructor incompatibility vs CLIPTokenizer max_length issue." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video, but the affected models and failure modes differ too much to be the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: Qwen3.5 PagedAttentionCache failure vs NemotronH checkpoint loading support." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight-shape error vs image processor segmentation-map handling." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF architecture support request vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-generation bugs: batched embedding/token leak vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different topics: gpt-oss GGUF support vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_id bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: Qwen video StopIteration vs MPS histogram op missing for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same regression family: both report Transformers 5.0.0 breaking custom model initialization, with one notebook-specific variant." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading issues: missing Qwen2.5-VL import vs meta-device loading failures across some models." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope indexing scaling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config handling vs meta-device loading behavior." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF support request vs missing Float8 storage type." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen video/input handling, but the specific bug and code path are different." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different areas: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Weakly related SigLIP2 family reports with bad outputs, but not enough evidence for the same concrete bug/regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Different regressions: custom model initialization vs from_pretrained corrupting non-persistent buffers." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated import error vs Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen video StopIteration vs generic mask-shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but they appear to be separate validation issues for different model families." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed zero3 Bert index error vs tokenizer-mapping restriction in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different root causes: zero-sized tensor index error vs tokenizer-mapping restriction." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: dequantized model offload failure vs mmap/OOM concern on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same exact bug: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is bad outputs and the other is a docs example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but it overstates one soft-edge pair. The pair issue:38175 vs issue:43994 is only weakly supported by the packet metadata (same SigLIP2 model family and bad outputs), but not enough to call it a likely duplicate/clear regression pair. Please downgrade that to a tentative related-issues call rather than a true accept. The Transformers v5 non-persistent-buffer pair and the mask-shape IndexError pair are well supported, and 'no PRs are present' is accurate." + }, + "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": 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:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "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:44910|issue:45588", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "57def769801e3deac25f0e5a7aff7d45ca4f7aac4f65e4ea77c77edb846e7bb2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster mostly breaks into a few small, related duplicate-like pairs rather than one single bug. The clearest matches are tokenizer-loading regressions on similar BERT models and a resize_token_embeddings propagation bug across Gemma/T5-style models; most other pairs are distinct model-specific failures.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44488 is the best representative of the tokenizer-loading subcluster: it has broad wording, substantial discussion, and overlaps with the similar load-failure reports for related models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the strongest global issue choice because it covers the broadest recurring failure mode among the accepted edges and has the most discussion/reflection of the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a save_pretrained key regression and the other is a ZeRO-3 language_model loading failure; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report transformers no longer loading closely related BERT models; this looks like the same tokenizer/model-loading regression." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention/generation failures; too little evidence of one shared bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Distinct model-loading problems on different architectures (GLM-4.7-Flash vs Qwen3-VL shape mismatch)." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training-resume step \u0917\u0923ation bug vs optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE hf4.x/hf5.x checkpoint compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is auto device mapping/cuda assert and the other is FineGrainedFP8Config; different failures." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage; the other is a quantization offloading issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model/load paths: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash loading." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3MoE FP8 failure vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is incorrect inference output; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are tokenizer/model loading failures for similar non-English BERT-style models under recent transformers versions." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Checkpoint compatibility / LoRA loading is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer-mapping add-new-model-like vs compiled flex_attention on new torch versions." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: buffer initialization junk vs Jupyter custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but one is a packed-sequence interpretation bug and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are on different model classes and the exact code path is not clearly shared." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings failing to propagate to output/decoder embeddings in closely related model implementations." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different serialization/init regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is a different issue from loading unrelated BERT models." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping crashes are unrelated to AudioFlamingo3 batch inference token/embedding leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to the GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading failures are distinct regressions." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states errors are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading problems and increased reserved memory under int4 are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory OOM and mmap-on-Strix-Halo OOM are different causes and fixes." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized on init_empty_weights is unrelated to mmap/OOM behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft edges are conservative: the BERT-like load-failure pairings are plausible from the titles, and the Gemma/T5 resize_token_embeddings pair is clearly aligned. The global/canonical issue choice of issue:44488 is also reasonable given its discussion activity and broad load-failure framing." + }, + "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:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44292", + "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:44292|issue:44912", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44479|issue:45663", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44863|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:43425|issue:44918" + ], + "prepared_review_unit_hash": "796705ed1e7a6b86cfc3ba9dbe61926340fdeecf915407d8fa93c3d5ea799bd6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38407, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated false positives. The only supported duplicate family is resize_token_embeddings, centered on the generic output_embeddings issue and its Gemma4/t5gemma variants.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45292 is the most generic representative of the resize_token_embeddings regression family, specifically the missing propagation to output_embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best anchor for the true duplicate set because it describes the shared resize_token_embeddings/output_embeddings failure most broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different loading/quantization failures; not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset bug vs a generic GLM5 issue; no concrete overlap." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug family; 45292 is the generic output_embeddings manifestation." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation and wrong-module loading are different save/load issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression vs mmap/OOM avoidance are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing problems with different symptoms and code paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to the Qwen3.5 SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization bug vs mmap/OOM issue are not the same." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init failure is unrelated to Trainer resume_from_checkpoint max_steps math." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma-4 shared_kv_states KeyError differ in code path and cause." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression vs strict config loading are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug, with 45335 as the t5gemma decoder.embed_tokens variant." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and general model-loading failure are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model init issue is unrelated to extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures affecting different models and mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to torch.device(\"meta\") loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a separate issue from the dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is not the same as disabling mmap to avoid OOM." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline behavior and tokenization changes are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video regression in Qwen models is unrelated to Gemma-4 attention-state rebuilding." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but for different models and failure modes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction vs PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression differs from custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache crash and non-template node compilation error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline bug is unrelated to quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different deprecated pipeline tasks." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL loading regressions with different symptoms." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 issues are distinct." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with compilable checks is unrelated to Perceiver interpolation." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MOE loading under accelerate/deepspeed is unrelated to Gemma-4 shared_kv_states rebuilding." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Bad model outputs and ModelOutput key assignment are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression is unrelated to tokenizer loading." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline bug and CamemBERT prediction bug are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The resize_token_embeddings consolidation is grounded, but the summary overstates the evidence by claiming a second near-duplicate pair for custom model initialization in v5. That pair is not accepted anywhere in the soft-edge verdicts and the packet does not support merging it. The rest of the rejections are conservative, but the final summary should mention only the resize_token_embeddings family." + }, + "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:43317", + "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:43856", + "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:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "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: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:40990|issue:43421", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44811|issue:45584", + "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:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:44987|issue:44991" + ], + "prepared_review_unit_hash": "cf9fde58813cd3a03b9cc4948235d81c4fe97e6a94d358ae2119d77932c8bff1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36982, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific loading/runtime bugs. The soft pairs share broad themes (tokenizers, loading, memory, Whisper, v5 regressions), but they do not look like the same underlying code-path defect.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43611 is the broadest, most central v5-loading regression in the set and best matches the cluster\u2019s general theme of Transformers 5 breaking model initialization/loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best representative because it is a high-level, user-facing regression with a broad scope and multiple neighboring issues in the cluster are also v5 load/init breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: Deepspeed zero3/BertModel index error vs torch 2.9 flex_attention compile error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM avoidance; different bugs/code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated errors: missing Float8 storage vs template-node compilation failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Both concern bad training outcomes, but one is high perplexity on a model/dataset and the other is gradient checkpointing not being effective with LoRA." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version incompatibility is a general environment issue; the MPS histogram error is a specific backend/kernel limitation." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict vs gguf_file breaking from_pretrained loading are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a model load regression for est-roberta and the other is a Mistral regex-patching crash; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading problems and extra_state save/from_pretrained handling are separate model I/O bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization bug vs video-input regression for Qwen VL models; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized v5 regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures: sleng-bert load regression vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression is unrelated to runtime tokenizers backend post-processor updates." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo vs model load failure for sleng-bert; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are broad v5 regressions around loading/initialization, but one is base_model_prefix loading and the other is non-persistent buffer serialization; different defects." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-load failures, but they affect different models and likely different loading paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature-extractor center-arg crash and _torch_extract_fbank_features issue are too underspecified to treat as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to a compilation template-node error." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens bug and empty-transcription generation failure after align_special_tokens are related only by product area, not the same defect." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug and multi-image IterableDataset finetuning failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "A tied-weights attribute bug in Molmo is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer serialization junk vs custom model initialization breakage are different issues, even if both are v5 regressions." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions for different repositories; no shared concrete code-path is evident." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file API breakage and Qwen2.5-GGUF loading failure are separate loading problems." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF v5 loading failure are distinct bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention error are different model/runtime issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different behaviors in different model families." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Same as above: separate tokenizer/model load regressions with different triggers and code paths." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast and Mistral regex patch crash are distinct 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": 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:43262", + "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: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: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:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:42915|issue:45084", + "issue:41553|issue:43582", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:44987|issue:45081", + "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:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "1fe39c96b570497f4808d3c54290c61ba051a19732f5a754e67134745c7cc80b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a false-positive similarity cluster: the issues span many unrelated bugs. The only strong duplicate-looking pair is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45216 is the best canonical among the only true duplicate pair: it states the broader Qwen3.5 save_pretrained checkpoint corruption, while 45357 is a narrower symptom about visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the clearest representative of the only convincing duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "16 kHz chat-template default vs batched/single mismatch from missing padding-mask support are different audio bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method calls are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo image-size mismatch are separate model/processor issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom-model initialization and buffer corruption are not the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal, but Llava Next segfault and Qwen3OmniMoe video ValueError are different concrete failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a narrower manifestation of the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug and DAC from_latents/STE mismatch are different audio-model problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compilation error do not match." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral AutoTokenizer messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Mistral3 lm_head tying and LoRA merge collapse with extended vocab are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast and patch_mistral_regex backend_tokenizer errors are different failures." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL models, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not clearly the same patch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a model load failure are too different to merge." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and unexpected _is_hf_initialized loading argument are separate v5 regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different loading issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images finetuning failure and Qwen2.5-VL rope-index scaling are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different Transformers v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage are related to FP8 support broadly, but not clearly the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map=auto dequantized-model offload and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states FSDP2 issues are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only installs look adjacent, but the titles do not indicate the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stays grounded in the packet and keeps most pair judgments conservative. The only accepted duplicate, 45216/45357, is well supported by both titles describing the same Qwen3.5 save_pretrained checkpoint/visual-encoder-key corruption. The summary appropriately treats the rest as mostly unrelated rather than forcing matches." + }, + "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": 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:43818", + "issue:43828", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "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:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "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:43531|issue:44291", + "issue:43881|issue:44488", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43525|issue:44589" + ], + "prepared_review_unit_hash": "8ef705ba8af1f6c7a204db47671ec514a6c482e1acef12a20940a309439c299e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36856, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention corruption vs Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a backend/package compatibility complaint, the other is about noisy model-loading logs; no shared bug." + }, + { + "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." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely different failure modes: T5 tokenizer method conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "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." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are multi-modal training problems, but one is multi-GPU training and the other is iterable-dataset/multiple-image batching." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer's oversized `model_max_length` behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification degenerate-training reports, but they point to different triggers and model families." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Log-noise complaint vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading/can't-run report vs missing Float8 storage object; different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loader errors for different model/config classes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with cache is unrelated to iterable-dataset multi-image finetuning." + }, + { + "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." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` init-arg regression is separate from the Float8 storage lookup error." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different internal issues." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image failure vs Qwen2.5-VL video position-id regression; different feature areas." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "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." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and `_is_hf_initialized` init-arg error affect different mechanisms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models and causes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs PaddleOCR-VL load failure; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "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." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms and model classes." + }, + { + "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." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention regression are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF v5 loading failure; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Float8 storage lookup are distinct loader/runtime errors." + } + ] + }, + "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": 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:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "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:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:41720|issue:44977", + "issue:40990|issue:45701" + ], + "prepared_review_unit_hash": "3b7167f24d581152d5d7ca78492654de95bd518cfe0ee2fd345671da42d9788d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs CUDA OOM in a video model." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper inference failure and meta-device loading regressions are different code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated issues." + }, + { + "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." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different failure than strict config loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/loading, but one is a dequantized model load failure and the other is a broader quantization offloading report." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage is unrelated to a stale generate() warning." + }, + { + "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." + }, + { + "left": "issue:43606", + "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." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are different subsystems." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are different 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." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching mismatch and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image IterableDataset finetuning failures are not the same underlying bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading failure and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL model loading and strict granite_speech config validation 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." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder serialization keys." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping CUDA assert and flash-attention generation problems are different model/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is unrelated to version-dependent tokenization changes." + } + ] + }, + "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: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: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", + "issue:45701", + "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:44877|issue:44991", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "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:41720|issue:42617", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "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" + ], + "prepared_review_unit_hash": "659bf8f6d0d8004056f4fea9502714492c3bd31375bbe27ec5e901d4877a171a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs across serving, quantization/offload, tokenizers, vision/video processors, and trainer behavior. I rejected all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and regressions, so none is a safe duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the cluster is too heterogeneous for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are multimodal serving crashes, but they fail in different code paths and with different symptoms (`str.to` vs missing `_tokenizer`)." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is a quantization/offload bug and the other is an mmap/OOM issue on Strix Halo." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch; unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes: Beit label reduction bug vs glm-4v-9b loading failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading bug vs Trainer resume/max_steps calculation bug; not the same change." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel launch failure and Qwen3Moe FP8 failure are separate issues with different triggers." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading vs tokenizer loading regression; different components and failure mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug vs tokenization-version behavior change; unrelated subsystems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer signature regression vs Qwen3Moe FP8 loading issue; distinct trainer/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet; not mergeable as one fix." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API break and 3d_parallel runtime failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is an embeddings/trainer unpacking issue." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model preprocessing bugs: OmDet-Turbo input resolution mismatch vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER crash vs OmDet-Turbo image preprocessing mismatch; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3 text config API discrepancy and GPTNeoX rotary_pct reload regression are separate config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions vs Qwen3.5 recurrent-state caching bug; different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are both quantization-related but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression vs generic tokenization-version change; not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve model loading/execution failures, but the model, backend, and failure mode differ completely." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and 3d_parallel startup failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error vs Qwen video-input regression; different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert and GPT-OSS tensor-parallel issue are different model/runtime problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering label bug vs SAM3 text/bounding-box behavior; different areas entirely." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different task pipelines." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video input failure vs Qwen3VL weight_only loading error; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 issue and Llava Next segfault are unrelated model-loading/runtime failures." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "CUDA assert on A800 auto device mapping vs quantization offload behavior; similar theme but different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel runtime failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both involve serving, but one is a Gemma4 processor attribute error and the other is a Qwen3.5 streaming API failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature change vs device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs a version-dependent tokenization change; not the same underlying issue." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Typo in cache strategies docs/code vs removed pipeline-task documentation; clearly different." + } + ] + }, + "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:30064", + "issue:33357", + "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: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:33357|issue:35707", + "issue:44514|issue:44545", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "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:34634|issue:41720", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "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", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "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.", + "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_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", + "accept": false, + "reason": "ImageProcessor segmentation-map failure vs BarkProcessor voice_preset issue are unrelated." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload CI failures, but the concrete failures and code paths differ." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex memory leak are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model issues: CPU offload device mismatch vs mask token registration/empty decode output." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but with different models and distinct failure modes." + }, + { + "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." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids are different bugs." + }, + { + "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:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resize/interpolate issue and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading regression and PIL image processor torchvision dependency are different issues." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL unpacking of Qwen3.5 embeddings and trainer.evaluate after train are different trainer behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo processor size mismatch are unrelated vision issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token runtime update feature and LayoutLMv2Tokenizer NER/padding crash are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 incorrect outputs and CamemBERT masked LM regression are separate model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are unrelated." + }, + { + "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." + } + ] + }, + "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." + }, + "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:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "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:43618|issue:43697", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "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: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:43421|issue:44811", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "5d780910c0a41616b174bcf1f607838c3443f9ac9cab5f9872ab6d4ddb647373", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36149, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of 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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing in eval mode is unrelated to the T5 apex memory-leak issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a SigLIP2 docs/quantization example problem; the other is a broad offloading-with-quantization bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to Qwen2.5-VL video 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." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs GraniteSpeech checkpoint loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping model registration are not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation XOR messaging and degenerate zero-loss classification are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n's audio_mel_mask name collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-specific defects." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Gemma 3n forward-variable collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading during accelerate init is a different code path than DAC.from_latents missing STE handling." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration issue does not match BitNet packed-weight loading failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are completely unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype mismatch and Video-LLaVA temporal-attention/weight-sharing bug are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is distinct from strict-config rejection of granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper batch_decode skip_special_tokens handling are different tokenizer issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "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." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they concern different models and unrelated failure modes." + }, + { + "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." + } + ] + }, + "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:43526", + "issue:43550", + "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:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "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:44821|issue:45084", + "issue:44485|issue:44509", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:30064|issue:36331", + "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:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43526|issue:44554", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "4157e93a42665c3f64d6eb1ca1c1c4a8393b71e7741f600f902de72be4dfefe9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "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." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding is unrelated to DAC latent decoding / missing STE; different components and bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "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." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a wrong pipeline error message for translation support, the other is a SigLIP2 inference-quality issue; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 A800 cuda assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes are unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are different problems." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "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`." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer backend-tokenizer crash and Gemma4Processor missing `_tokenizer` are different processor/tokenizer failures." + }, + { + "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." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs in v5 are different model/processor issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and LwDetrImageLoss AMP/CUDA crash are distinct runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different subsystems and 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": 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:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "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:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "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:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43819|issue:43927", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:44849|issue:45701", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43756", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "4e6af6583d959bd60ed392ded39c39141dc52deaf5339414da72f23cd4a480e3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issues with only superficial keyword overlap; none of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits: the set spans unrelated tokenizer, multimodal, training, loading, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one issue as a representative bug report, issue:43329 is the most explicit and actionable, but it is not a good global canonical for this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs in different areas: multimodal token counting vs stale auto-mapping references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/compile error vs CLIPTokenizer max-length constant bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark processor voice preset issue is unrelated to trainer compute_loss kwargs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization fallback/loading issue." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern model loading, but the failures are different and not the same code path." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to multimodal token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3 non-pretrained BERT indexing vs evaluate-after-train behavior." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-shape mismatch are unrelated model/processor bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying bug in AyaVision is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to PIL image processor torchvision dependency behavior." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models with different mechanisms." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-loading/generation problems with no shared failing path." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading bug is not the same as CUDA OOM." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example mismatch/quantization failure vs MXFP4 loading fallback are different issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to processor output-size mismatch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to git-oss quantization loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token addition bug and Kimi codec-handling regression are different root causes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token counting helper bug is not the same as the broad v5.3.0 video-input regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/model API regressions with no shared failing function." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-related, but one is MoE weight conversion and the other is VL weight-shape mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and generic tokenization-version change are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is undefined helper usage and the other is batched output shape mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter bug is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MoE loading bug and Smollm3 RoPE-layer mismatch are unrelated model-specific regressions." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:38175", + "issue:41720", + "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:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "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:42915|issue:45538", + "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:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43749|issue:44164", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "b387c12aefb5bee2439e1232198c6d679d6dc51750aa006863534a9e63d4a38d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "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.", + "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." + }, + { + "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." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths: init_empty_weights/_is_hf_initialized vs image processor torchvision dependency regression." + }, + { + "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." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: missing TensorFlow backend in install extras vs missing Qwen2_5_VL class import." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video, but different models and symptoms (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: FP8 config loading vs tokenizer max_length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "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." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Completely different areas: backend packaging for TensorFlow vs Python 3.14 import failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is not the same as the EMBEDDIA/est-roberta loading regression." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: package extras/backend composition vs loading 'cjvt/sleng-bert'." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version pinning." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as save/from_pretrained extra_state handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm RoPE bugs with different code paths and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized are different loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "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: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." + } + ] + }, + "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." + }, + "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:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44625", + "issue:44704", + "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" + ], + "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:43643|issue:44561", + "issue:43742|issue:44589", + "issue:44514|issue:45381", + "issue:43688|issue:43749", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:41762|issue:44936", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "7a093d7485b5370e5bc4e38b65209b72097c4dc04aea53a9c3517c99598ccdd5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35492, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "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.", + "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_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." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing question vs AutoProcessor cached_file kwargs bug; different issues entirely." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unreleased PEFT version bump vs stale auto_mappings config reference; unrelated maintenance issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex/tokenizer loading crash." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are different model-specific problems." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM-efficient loading regression; no shared underlying code-path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the failing conditions differ enough that they do not look like one concrete bug." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading regression is unrelated to _patch_mistral_regex offline-mode behavior." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug and DeepSeekV3MoE divergence are different training/architecture problems." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model loading failure is unrelated to trainer.evaluate() failing after train()." + }, + { + "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:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/processor regressions for different models; no concrete shared fix path." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "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:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral regex crash." + } + ] + }, + "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." + }, + "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:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "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:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "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:44479|issue:44936", + "issue:30064|issue:33666", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "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:44479|issue:44625", + "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" + ], + "prepared_review_unit_hash": "fe674c898a1b0bb6f14f0ab159162f5f465ae7700ccc648709e4484028ebc541", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38346, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 + }, + "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.", + "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_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." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated model-loading dtype issue vs RTDetrV2 output mismatch." + }, + { + "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", + "accept": false, + "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs T5/apex memory leak." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load failures, but for different tokenizer families and different exceptions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different errors; no same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast failure." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Image-processor void-segmentation bug is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError does not match MacOS bus error in CLIP loading." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and different regressions: flash-attention generation vs tokenizer codec/regex handling." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype handling in BLIP2 is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Generic tokenization difference across versions is not the same as the isolated reproduction issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype bug and MPS attention correctness issue are distinct." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decoding issue is unrelated to DiaConfig custom token ID loss." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "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." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen 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." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF path breakage and ScandiBERT loading failure are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading and Bamba torch.compile/SDPA are unrelated." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to chunked generation under compiled forward." + }, + { + "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." + } + ] + }, + "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:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "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:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:39692|issue:43493", + "issue:43493|issue:43844", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:44964|issue:45405", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "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:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "105c0d34f2184ad685509d066e1f8820bf60275ba8e5174893e96b712046e7ef", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "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.", + "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_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." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as a pipeline() translation-support error message issue." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and template compilation failure are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Mistral-3 image-preprocessor dtype mismatch are distinct multimodal issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is not the same bug as DiaConfig token-ID persistence." + }, + { + "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." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO-3 gradient growth." + }, + { + "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." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient behavior are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE-breaking model_info() calls are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "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." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length helper behavior are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are distinct import/runtime problems." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example errors and processor.tokenizer regression are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve issues but not the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and MIN_PEFT_VERSION packaging issue are not the same problem." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different model-specific 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": 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:43504", + "issue:43525", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "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: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:43582|issue:44977", + "issue:43232|issue:44849", + "issue:15354|issue:38175", + "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:43493|issue:43701", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "4545c5b60894cc1cea3b66ec9ec1dba0fbfce9c2b68d07ed3885d307f7aa4a70", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35030, + "estimated_input_tokens": 8758, + "estimated_eval_tokens": 17772 + }, + "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.", + "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_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", + "accept": false, + "reason": "Different symptoms and subsystems: SigLIP2 AutoModel/pipeline output corruption vs unexpected position-id key warnings across many models." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a PEFT minimum-version bump." + }, + { + "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." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "One is an MPS attention correctness issue; the other is a PyTorch version-gating import problem for AuxRequest. Different code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and model-loading failures under torch.device('meta') are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "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." + }, + { + "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." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch issues are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues are unrelated." + }, + { + "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." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal token-position bugs: defaults for mm_token_type_ids vs Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatches." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release 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": 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:43278", + "issue:43295", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "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:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "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:42915|issue:43824", + "issue:43295|issue:43994", + "issue:44360|issue:44561", + "issue:44442|issue:45198", + "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:44561|issue:44779", + "issue:45290|issue:45381", + "issue:44462|issue:44561", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "c0e10bdfe1d619adf915ffea4906fd727b166ecc1fd42652a18405fbfbc2cdb1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "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.", + "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_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", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to chunked generation inconsistencies under compiled forward." + }, + { + "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`." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import/export issue and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug are separate multimodal issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "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." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability output issue and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model-specific problems." + }, + { + "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." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to v5 removal of `is_torch_fx_available` breaking remote code." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities while the other is an implementation discrepancy against JAX; not identical." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "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." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LaserFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a stale CI device-override test 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." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct TP OOM are different problems." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and `_get_feat_extract_output_lengths` behavior are unrelated helper/model issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` and removal of `is_torch_fx_available` are unrelated API regressions." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch and LwDetrImageLoss AMP crash are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to the GraniteSpeech stale CI test." + } + ] + }, + "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:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "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:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "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:38175|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:45072", + "issue:45459|issue:45712", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:45593", + "issue:44568|issue:45491", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "606cbfb1eb5b8d2c0f983023d00af15d20f050b204d01db463d2dea65452a51a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Bamba SDPA/torch.compile failure are separate model bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Beit fast processor label reduction bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` mismatch and unexpected position-id keys affect different models and logic." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and Qwen2.5-VL video position IDs are distinct multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config creation and Beit semantic-segmentation legacy-field loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/compile failure and GraniteSpeech stale CI override are not the same bug." + }, + { + "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." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are different regressions." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error suppression with protobuf missing and dummy-class leakage are unrelated maintenance bugs." + }, + { + "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." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa special-token addition regression and Gemma3 NaN embeddings are different tokenizer/model problems." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated CI/runtime issues." + } + ] + }, + "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." + }, + "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": 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:34689", + "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:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43066|issue:44462", + "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: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:45372|issue:45406", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:44857|issue:45588", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "6ac74e94920b4b7575543d0dbd1782a2a0e5b9c6b757ae4e7acc4f0b80fe77a1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37552, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports across model loading, quantization, tokenization, attention, and training/eval behavior. I do not see any soft pair that clearly describes the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the best anchor only because it has the highest activity and broadest user impact in the set; however, the cluster does not form a tight duplicate group around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative/general issue in the list, but it is still only loosely related to the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failure modes: model loading regression vs embedding reinitialization after resize. Same area, not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation/output differences, but one is Pegasus v4/v5 parity and the other is flash-attention behavior on Qwen3.5; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different models and causes: AMP loss crash vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer serialization/loading issues, but one is decoder type migration in v5 and the other is AutoTokenizer ignoring repository tokenizer.json; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "ImportError for a flash-attention helper versus a model-specific load failure for physical-intelligence/fast; no concrete overlap." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load and custom tokenizer/module state, but one is DiaConfig token IDs and the other is loading the wrong custom module; different defects." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is incorrect generation with flash-attention, the other is a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to a feature-extract output-length helper bug." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as unexpected position-id keys in many models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3 executorch export guard/support issues are unrelated to flash_attention.py None-handling." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length calculation behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support problem is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading issue is different from Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error is unrelated to the paged generate stale warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and MacOS bus error in a CLIP model are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency breakage is not the same as Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import breakage is unrelated to tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern version differences, but Pegasus output changes and lm_head serialization are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Loading a specific model and a flash_attn KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less model attribute error." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to qwen3_5 recurrent state reset with cache." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs are unrelated to RT-DETR memory retention." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and quantized model saving failure are both quantization-adjacent but clearly different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from mixed-length batching." + } + ] + }, + "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:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "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: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:29942|issue:30064", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:45440|issue:45593", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:33357|issue:39692", + "issue:43824|issue:44279", + "issue:45072|issue:45229", + "issue:43381|issue:43701", + "issue:43334|issue:43531", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "2fa5a93635597d7547e896421b0481a3b572bbfb26af35978797d48dd40ea6a1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "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.", + "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." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is not the same bug as Wav2Vec2 tokenization/save issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different problems: deepspeed weight conversion vs embedding dtype drift during evaluation." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch and model memory leak are different code paths and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to TrainerState token counter updates." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 parity divergence is not the same issue as D-FINE auxiliary-loss behavior." + }, + { + "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." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different model families and failures: MacOS bus error vs docs example mismatch/quantization problem." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL export is not the same as a vague dependency issue." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference is unrelated to multi-GPU CUDA OOM." + }, + { + "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." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction bug and LayoutLMv2 tokenizer crash are different subsystems and errors." + }, + { + "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." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error share no concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and post_init embedding reinitialization are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label dropping are separate trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT processor is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash-attention CI failures are not the same as the GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation bugs with different triggers: compiled forward vs sliding-window/all-padding NaNs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "No shared underlying defect; one is flash-attention generation, the other a categories cardinality limit." + } + ] + }, + "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:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "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:43452|issue:45588", + "issue:43316|issue:43525", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:44977|issue:45584", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:43575|issue:44387", + "issue:42907|issue:45698", + "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:43381|issue:43873", + "issue:33290|issue:35141", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "2f3bb58ed2f4bf18c05839f02458e57f0b0d8b1b10e85826e9e86cf3ad0a47c2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items are mostly unrelated closed issues across different models, APIs, and subsystems, with only superficial keyword overlap (e.g., loading, OOM, flash attention, quantization). I do not see a true duplicate set here.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bug reports and regressions in different code paths, so a single issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong representative for the whole cluster; at best these are thematically similar Transformers regressions, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different failures: a Ministral-3 model regression vs an AttributeError on `s_aux=None` in sink-less models." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Completely different problems: tokenizer loading for FastSpeech2Conformer vs dtype mismatch in bfloat16 inference for SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel forward regression; the other is a generic ModelOutput key assignment bug. Similar symptom shape, different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "Different subsystems: BEiT image processor label reduction vs SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and sequence-classification zero-loss behavior are unrelated issues affecting different APIs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access in modeling_utils and DeepSeekV3MoE implementation divergence are unrelated bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality entirely: Qwen3.5 cache/recurrent-state handling vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loader breakage is a from_pretrained/loading-path issue, while 45588 is a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but for different models and different missing fields; not the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on TP loading a Qwen model and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization, but 43646 is a broad v5 custom-model breakage while 44077 is a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "One is a flash-attention runtime crash; the other is a stale auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen multimodal models and chat-template tool-call crash are different features and code paths." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both concern model outputs under special settings, but one is CLIPVision hidden_states handling and the other is attention kernel divergence under torch.compile." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch when loading Qwen3-VL weights is unrelated to Qwen3.5 save_pretrained producing an incorrect checkpoint." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different save/load issues." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 bad outputs and a feature extractor `center` argument crash are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to Gemma3 mixed-length batching NaN embeddings." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different releases and different failure modes; not the same underlying issue." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor in DeepSpeed and TrainerState token-count tracking are unrelated training bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image classification failure with interpolate_pos_encoding are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and documentation references to removed pipeline() APIs are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM in DeepSpeed and Llama 3.2 vision model-loading breakage are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are different problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is unrelated to embedding reinitialization in post_init after resizing token embeddings." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba and Qwen3.5 recurrent-state reset are different model/runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading broken by `ReasoningEffort` import error are distinct import 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:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "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:43381|issue:43856", + "issue:43316|issue:44877", + "issue:43673|issue:44743", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43381|issue:43742", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "ebaf08cfc1b275d535c8ac899da5bbfb060ccb4e10326c7b58fb8285b549cf3a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35386, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque underflow are distinct runtime errors in different subsystems." + }, + { + "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", + "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." + }, + { + "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." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and strict config preventing granite_speech loading concern different config classes and behaviors." + }, + { + "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." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Qwen2_5_VLProcessor chat-template batching are different preprocessing paths and errors." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra install and Gemma3TextConfig API discrepancy are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are different model implementation problems." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode gradient checkpointing and a key error loading MobileLLM-125M are unrelated." + }, + { + "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." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate model-family regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated, with no shared failure mode." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch are completely different issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in OLMoE/GPT Oss are different training/evaluation bugs." + }, + { + "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." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different SAM3 problems, one architectural and one capacity-related." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "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:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "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:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "a8b060d90b1b825cf2a3cdc7ca48d870fb49593eca429635004be78b6b873e6d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items span many unrelated bugs/regressions across training, loading, multimodal processing, config/state handling, and model-specific failures. All soft edges should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous and the candidate pairs do not share the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a single problem family; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: post_init being optional in patchtsmixer vs non-persistent buffers getting junk values in v5." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch has nothing to do with checkpoint key-name mismatches." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() failure is unrelated to loading the wrong custom module after save/load." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and missing model_type config errors are distinct model-loading problems." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weight warning point to different failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on Qwen2-57B is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss handling." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Failure to run 3d_parallel.py is not the same as OOM while loading Qwen2-57B with tensor parallelism." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are different issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is unrelated to Whisper generation crashing on empty transcription." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure than TP load OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal templates and wrong vision_position_ids are separate multimodal regressions." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "NoneType passed to gpu_broadcast_one and embedding reinitialization after resize are unrelated trainer/model-init bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a tokenize=True crash on tool-call assistant messages." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B crashing in transformers chat." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for qwen2_5_vl/qwen3_vl is a different bug from serve KV-cache continuation indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor/model image-size mismatch are different problems." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compilation is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation bug are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still mentioning pipeline() is unrelated to SigLIP2 producing nonsense outputs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is different from a stale warning about num_return_sequences." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reset on reload are distinct state/config bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping asserts on CUDA is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "janus generate-images test failure does not match the auto_mappings.py Sam3LiteText config reference breakage." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab/tied embeddings is a different code-path from saving incorrect visual encoder keys." + } + ] + }, + "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:43388", + "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", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "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:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:39692|issue:44190", + "issue:41950|issue:44016", + "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:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44561|issue:45632", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "49ea39be2d946fff87531c3f3e1f2fb2f83cf5a9ef54be27cdbbe232a7bc253b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: metric-gathering label truncation vs ModelOutput key assignment from None values." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python compatibility, but the causes are different import/load failures in different files/models." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to DebertaV2 parsing/import failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Config validation for patchtsmixer post_init is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different problems: Bamba torch.compile/SDPA failure vs image-classification script loading a local dataset." + }, + { + "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." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first is non-technical noise; the second is a speech-feature extraction bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Gemma4 embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification post-processing bug vs dataset-loading failure in a different example script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI device-override flake in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "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." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch is unrelated to a notebook syntax error." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-behavior bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to Whisper's empty-transcription failure." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities behavior is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "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." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and KV-cache continuation indexing are different bugs." + }, + { + "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." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both mention serialization/reload, but they concern different fields and model behaviors." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access are distinct core-import 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": 29, + "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:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "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:43531|issue:45600", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:43381|issue:45593", + "issue:44521|issue:45325", + "issue:43577|issue:45216", + "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:44683|issue:45542" + ], + "prepared_review_unit_hash": "72fe86a8bc056d42986ec22bf667a6254ed48ce1b19edebff8c525427f397f26", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "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, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor attribute crash in Gemma4 serve is unrelated to remote_code cache-path collisions." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "processor.tokenizer regression is different from resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading failure is not the same as incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility problem is not the same as a specific model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override flakiness is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import failure is a different import path than the missing image_utils symbol." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is not the same bug as Phi-4 multimodal loading." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText auto-mapping entries." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and tie_word_embeddings warnings are different model/config issues." + }, + { + "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." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and incorrect rope position scaling are different multimodal bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to config model recognition failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error is not the same as broad import breakage after upgrade." + }, + { + "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." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id are different config-field bugs." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model type and strict granite_speech config loading are different config-validation issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 is unrelated to TensorBoard/TensorFlow backend detection." + } + ] + }, + "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:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "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: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:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "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:43441|issue:44683", + "issue:44466|issue:45276", + "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:44671|issue:44779", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:43122|issue:43650" + ], + "prepared_review_unit_hash": "47f874af7cffb6635bc3a441a99a16f3bbe159ffa9eea43384971adf643f1266", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different breakages: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." + }, + { + "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." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related around tokenizer save/load behavior, but not the same bug: class mismatch on save versus AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline docs mismatch." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug versus a dependency issue; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue versus an ESM2 model breakage affecting workflows; too broad and not the same defect." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-stack failures: Ministral FlashAttention bug versus compiled flex_attention on newer torch." + }, + { + "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." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files versus gemma-4 zero3 from_pretrained; different save/load paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Both mention performance/workflow regressions, but one is missing processor files and the other is data filtering slowing down after upgrade." + }, + { + "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." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError versus tensorboard/TensorFlow backend detection; unrelated." + }, + { + "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." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "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." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug versus D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast versus backend installation issue with tensorboard; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer version-to-version differences versus an unrelated placeholder issue; no common underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "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:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "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:45561|issue:45563", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "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:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "992218c2e6853c2f72072bfc85ff219e2daee129aaaedb2dd5ae57191bd6fdf4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Python-version compatibility problem." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs a SigLIP model output correctness bug." + }, + { + "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." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a Qwen VL class vs a Python version install issue." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 output attribute error vs a notebook syntax error; not the same 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." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race vs a stale generation warning; different symptoms and fixes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs a packaging/Python-version issue; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention branching regression vs ANSI-code output in a loading report utility." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model not supporting Flash Attention 2 vs a generic Flash Attention 2 topic." + }, + { + "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." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs discrepancy vs slow import performance; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report vs a wrong docstring for position_ids." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss vs missing auxiliary losses in D-FINE; different model logic." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification using image processors vs audio fbank feature extraction; unrelated subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered buffer position_ids vs Gemma-4 Zero3 loading; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-registration edge case vs backend installation/import issue." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image-processor label reduction bug vs sys.modules access safety issue." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting bug vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache issue vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model behaviors." + } + ] + }, + "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:41628", + "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:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "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:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "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:44987|issue:45459", + "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: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:44977", + "issue:45397|issue:45656" + ], + "prepared_review_unit_hash": "73b4bdf2daaa03b6ec0123c87677959a6251363b799f78b9ce63dee370c4f519", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "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.", + "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_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." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated problems: import slowness vs an eos_token_id config inconsistency." + }, + { + "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." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different concrete failures: FlashAttention on one model vs video-input validation in another." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "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." + }, + { + "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." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "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." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Import error for AutoImageProcessor is distinct from a pipeline choosing the wrong processor type." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding propagation and Whisper empty-transcription generation are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for one package version vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but dummy Conv2d usage and a model-type warning are different concrete problems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize-embeddings bug and version-dependent tokenization changes are different regressions." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: stale cache on second forward vs missing mm_token_type_ids default." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed failures: MOE weight conversion vs empty deque during ZeRO3." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure and unsafe module lookup are separate issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility 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." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and import latency are unrelated." + }, + { + "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." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache corruption and flash_attention.py crashing on s_aux=None are different problems." + }, + { + "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." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning in fine-tuning and a flash-attention generation failure are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer stepping under deepspeed are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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: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:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "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:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "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:42371|issue:45092", + "issue:44038|issue:44623", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:45381", + "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" + ], + "prepared_review_unit_hash": "2076615f9402512690930639531b9450fb54b6d75719200f4e37641a9b7df91a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/KV-cache behavior, but they hit different surfaces: chunked prefill cache missing vs transformers serve tensor-indexing crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText config references are unrelated failures." + }, + { + "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." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-masked tokenizer decode errors are different code paths and symptoms." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated model/tokenizer bugs." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are distinct environment/runtime problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization-related bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained missing files are not the same code path." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and optimizer step being called twice under deepspeed are different behaviors." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video missing attribute and missing fields from trust_remote_code config loading are different model/config issues." + }, + { + "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." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl vision_position_ids issues are different models and failures." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing config field for Qwen3_5MoeVisionConfig are different reports." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained on MoE are different FP8-related problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing HybridCache import are different missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are not the same bug." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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:42222", + "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: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:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:44496|issue:45561", + "issue:36010|issue:41628", + "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:42175|issue:44933", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "d5676e17a01fee66a98b0252e4d6f92629801d03aa9da0c903b5b24894fd10a8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36700, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "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.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global representative issue; any single issue would misrepresent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: VitPose model breakage vs Gemma 4 multimodal token type defaults." + }, + { + "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." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve persistence, but quantized model saving and extra_state handling are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging vs leftover dummy classes/check_repo are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction bug vs pytest-xdist file race; no overlap in code path." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model auto-loading config error vs xdist race condition; different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and fixes; not one bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache/chunked prefill bug vs torch.compile branching divergence in attention kernels; unrelated." + }, + { + "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." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang vs embedding reinitialization after resize; not the same bug." + }, + { + "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." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting 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." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extras/backend selection vs nonexistent image_utils import; different areas." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "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." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype regression in evaluation vs DeepSpeed deque IndexError; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue vs special-token addition bug; same broad area but different concrete failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method vs remote-code/meta-init incompatibility; unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache serving crash vs auto_docstring annotation crash; completely different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different tokenizers and different incorrect outputs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-status reporting vs DeepSpeed/Adafactor OOM; unrelated 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": 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: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:45405", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "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:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "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:44295|issue:44623", + "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:44442", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "503a33183620717e8805329f61cb87e9795fcc5945c30501a7c2bc7c850a46fa", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "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.", + "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_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." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: position_ids buffer access vs optimizer stepping under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/export problems in unrelated files and code paths." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Both involve imports, but they concern different symbols and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is a tokenization cleanup regression; the other is a processor/tokenizer API regression for multimodal inputs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained bugs affecting different components (FP8/MoE vs tokenizer metadata)." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata issue is unrelated to the optimizer double-step bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config initialization bug vs non-persistent buffer initialization bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 vs processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but they affect different save paths and different objects." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor crash from unsupported arg is unrelated to the auto_docstring annotations error." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they are different missing-module/dependency problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different model internals and failure modes; no shared code-path evidence." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Dependency import error vs MLflow reporting bug; no overlap." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure tracking vs embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read issue vs processor.save_pretrained missing files are different 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." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor chat-template crash vs auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs RoPE implementation discussion are not the same underlying change." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch are separate issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "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." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Same broad area (tokenizer loading), but different checkpoints and no evidence of one concrete shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer-loading failures for different tokenizers; not enough evidence of a single underlying defect." + }, + { + "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." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained regression are different problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different classes and different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:36296", + "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: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:42831|issue:44038", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "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:43408|issue:43475", + "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:43784|issue:45600", + "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:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "01032f4587f4b7e36f2fec5c04a072d47de908b1c67c252b54782e5fb34364ef", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics vs a docstring issue; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling vs D-FINE auxiliary loss behavior; unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer issue vs Qwen3-Next tied-weights warning; different model internals." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs sentence-transformers import NameError; different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs tokenizer decoder-type mismatch; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer/version regression vs multimodal assistant_mask bug; different behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings migration vs DSA indexer logic; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback issue vs AutoProcessor kwargs forwarding; different layers." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs MacOS bus error; both are load-time failures but not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization problem vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access vs tokenizer_config save metadata mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility vs pipeline-parallel generation correctness." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor file-loading kwargs vs chat-template crash on tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization regression vs batched chat-template padding crash." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs failing to load a different model." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Config/model-type warning vs missing attribute on SAM3 vision output." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization failure vs GenerationConfig validation error." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation helper bug vs category-count runtime error; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation logic vs GLM-5 RoPE implementation; different areas." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Layer norm precision/config discussion vs a docstring complaint." + }, + { + "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." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 validation message clarity vs Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reports are too general/specific to confidently be the same bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance vs FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure vs multimodal model loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label inference failure." + } + ] + }, + "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:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "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:44291", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "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:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "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:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "374a54e5ba88a4369f8c12ec5292f570e5146498c73aa87babdc626553ed52c0", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "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." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "One is about saving dequantized Ministral/Devstral models, the other about gguf_file loading for tokenizer/model classes; different code paths." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import failures from different packages/symbols: huggingface_hub offline mode vs transformers HybridCache." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are different bugs in different layers." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Dequantized model saving and FP8 MoE save_pretrained are distinct serialization issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype mismatch between train/eval and incorrect pipeline parallelism output are different runtime bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions, but one is generic tokenizer behavior across versions and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a flex_attention version check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in unrelated models are not the same bug." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a flex_attention import/version check bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example behavior and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen MoE and version regressions, but they concern different model variants and different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train() are distinct training issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output and pipeline() error-message docs behavior are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and different symptoms (offset mapping vs incorrect output)." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Qwen3-VL-30B-A3B weight-shape mismatch and pipeline parallelism output corruption are unrelated." + }, + { + "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." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals and a flex_attention import/version bug are unrelated." + }, + { + "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." + } + ] + }, + "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:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "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:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "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:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45405|issue:45446", + "issue:42673|issue:43906", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "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:43937|issue:44496", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:43012|issue:43577", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "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" + ], + "prepared_review_unit_hash": "67ae749118ba35c7afbe7b9be5f1298e93001fe7fb2d10b61384f25f4042928a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and a Qwen3.5 save_pretrained regression are separate model-path 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." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and code paths." + }, + { + "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." + }, + { + "left": "issue:44484", + "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." + }, + { + "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." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5.0.0 chunked_prefill vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting for GLM46V and MLA layernorm epsilon precision are separate multimodal vs config issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Tie-embeddings API removal and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose breakage and a tokenizer protobuf error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "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." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "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." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning for bf16 and BLIP2 dtype fields staying float32 are different dtype/precision problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step called twice with deepspeed are separate optimizer bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection and a streaming inference failure on Qwen3.5 are different API/runtime issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Same as the other tokenizer pair: related v5 regression area, but not the same concrete defect." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same as above: both Qwen-related, but the underlying failures differ." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs testing-utils bug; no shared code-path." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/image-processing bug versus MLA layernorm epsilon issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard-size discussion does not match the Qwen3.5 MoE loading bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: embedding/encoder-decoder tie removal vs unexpected position-id keys." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage and protobuf-related tokenizer error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both are FlashAttention-related, but the failing model and concrete symptom differ too much to merge." + } + ] + }, + "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:43352", + "issue:43408", + "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", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "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:44263|issue:44485", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43986|issue:44484", + "issue:45003|issue:45341", + "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:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "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" + ], + "prepared_review_unit_hash": "14866d38f264f3aa958b783fc807d708f27cbd2016e5bd9a9b0b8f14937c4f63", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39088, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: torch.split indexing behavior vs RoPE implementation." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "One is a PyTorch bfloat16 warning; the other is a model-type mismatch warning." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage is unrelated to TensorFlow/backend detection." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is not the same as missing qkv/gate projections." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision-dependent AutoProcessor path differs from save_pretrained shard-size behavior." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failure modes: weight mismatch vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is not a testing utility issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config 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." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch method and torch.split return values are unrelated bugs." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning mismatch is not the same as tie_word_embeddings warning." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility problem is not a PretrainedConfig typing regression." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention 3 training degeneration is unrelated to category-cardinality RuntimeError." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is different from mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; not the same import regression." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and dropped config field are different model/config issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and qwen3next projection bug affect different models/code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation and HybridCache are separate missing exports." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tying API removal is unrelated to flash_attention.py s_aux=None crash." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs forwarding and auto_docstring annotation handling are different bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron differs from GPT2 attention scaling being ignored." + }, + { + "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." + } + ] + }, + "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:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "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:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "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: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:36010|issue:42757", + "issue:36683|issue:43525", + "issue:43064|issue:44492", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380" + ], + "prepared_review_unit_hash": "2781d11258e51de225e9addafa9de0e414559339a5ea7e52f43cae52f1985a82", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38098, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache/tokenizer loading failure vs gradient checkpointing in eval mode; unrelated code paths." + }, + { + "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." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving vs Pipeline.save_pretrained; both involve saving, but not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling/backend regression vs degenerate zero-loss classification bug; different behavior and subsystem." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs Python version compatibility failure; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling ignored under backends; different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection vs batched chat template crash with padding=False; different entrypoints." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions missing vs GPT2 attention scaling/backend issue; not the same bug." + }, + { + "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." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; distinct regressions." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bf16 compile warning vs compiled flex_attention failure on torch>=2.9; different issues." + }, + { + "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." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs fp8 inference support request; not the same concrete problem." + }, + { + "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." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions 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." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same 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." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model-specific attributes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load failure with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; load-path vs save-path bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5; unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline save_pretrained failure; both are save-related but distinct." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "_torch_extract_fbank_features bug vs Pipeline.save_pretrained issue; unrelated functionality." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; 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." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return values bug in GlmMoeDsaIndexer vs DeepseekV3MoE divergence; different MoE implementations." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support regression vs Python 3.14 load failure; same broad topic, but not the same concrete bug." + }, + { + "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." + }, + { + "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", + "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." + } + ] + }, + "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": 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:43065", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "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:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "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", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "e089802d81d50baa1ad1ec252029e4def773e0cefcdf891db8f94a64c11dd5ab", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different subsystems and failure modes: Gemma3 config attribute error vs MoE load-balancing-loss handling." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-specific errors: Flash Attention 2 support gate vs Qwen3-VL weight-shape mismatch." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different issues: state_dict sorting load error vs config field being dropped by @strict." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different training/runtime problems; no shared concrete code-path bug." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python version import failure and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related save/load bugs affecting different artifacts and symptoms." + }, + { + "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." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer update decoration vs Python-version compatibility regression." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different problems: Python 3.14 load failure vs qwen2.5-vl video position IDs being wrong." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths and symptoms; no evidence of a shared defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are 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." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model-load error and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime errors in different components; not the same underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different features; no common code-path." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to tokenizer loading regression." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Cache update decoration bug vs optimizer SGD arguments being ignored are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is missing tensor-parallel plan." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test flakiness due to missing seeds is unrelated to a generic bug in testing_utils.py." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problem classes: memory usage regression vs versioned checkpoint loading failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update method decoration and dummy Conv2d in Sam3PixelDecoder are 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." + }, + "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:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:43502|issue:44485", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "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:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:31795|issue:38617", + "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:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "60105b9b7e57b7ffff28e6d92fb4bb3b4bbaa9bfcc9ab75f614eee801d882ecd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they involve different missing symbols and no evidence points to one shared underlying fix." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "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." + }, + { + "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`." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: offline/local-files behavior versus a RoPE implementation bug." + }, + { + "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." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A runtime loading hang and a documentation issue are not the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python execution errors and post-upgrade data filtering slowdown are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Training-job MLflow reporting and tokenizer loading regression are different subsystems and symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model creation with Liger Kernel and a DSA indexer activation issue are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no-grad behavior is not the same as the tie_word_embeddings warning." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only networking behavior and FP8 save_pretrained are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being open issues in the same repo." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "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." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and Pipeline save_pretrained support are unrelated." + }, + { + "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." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-Python errors and `PretrainedConfig` type-checking breakage are unrelated." + }, + { + "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." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training bugs do not share a concrete failure mode." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and `PretrainedConfig` type checking are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "`transformers env` and Qwen2.5-VL import errors are unrelated issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue versus Gemma-4 audio encoding bug; no overlap." + }, + { + "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." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a missing helper and the `transformers env` command failure are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion versus an ImportError are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "A broken CLI command and a missing top-level import are separate issues." + }, + { + "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." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and a placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation and a placeholder issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs wording are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import error and compiled-file execution errors do not share a concrete code-path bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision/config issue and DSA indexer activation issue 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." + } + ] + }, + "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:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|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: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:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "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:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "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:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "42fcbcb7d0a285b540e022fdc2f593312becb3223b98add81e4f548316e731d6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41136, + "estimated_input_tokens": 10284, + "estimated_eval_tokens": 20824 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different bugs: Qwen3-VL 2D bbox output vs PretrainedConfig type checking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance issue vs generation cache/chunked_prefill bug; unrelated code paths." + }, + { + "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." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding issue vs scheduler keyword-argument handling; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation vs inverse_sqrt scheduler kwargs; different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance complaint vs lazy loading malfunction; related area, but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support limitation vs Qwen3-VL output error; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI/env command breakage vs scheduler kwargs bug; different areas." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs a generic placeholder bug report; not enough evidence." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer read error vs generic bug report; not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import star performance issue vs HybridCache import failure; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo vs pipeline-parallelism output corruption; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init restriction vs tied weight key AttributeError; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance issue vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3-VL bounding-box output bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied_weight_keys list crash; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "env CLI breakage vs lazy loading malfunction; different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Gemma4AudioRelPositionalEncoding bug; 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." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem vs scheduler kwargs issue; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs timestamp calculation error; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama 3.2 model loading regression; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs model.forward docs confusion; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init issue vs checkpoint meta-init incompatibility; different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different model internals." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings issue vs VRAM leak; 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." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint load vs forward doc confusion; different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "model_init/Liger Kernel application issue vs v5 checkpoint reload incompatibility; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "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:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "cd3b40c456565857aa4e3522de3c71bf3b653c1daf00492258239e1bef4b9157", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 15, + "serialized_chars": 15126, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder/spam issue; no shared underlying defect." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after v5 update vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error vs tied-weight key handling; unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs tied-weight key handling; different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs ImportError for missing layer_type_validation; different root causes." + }, + { + "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." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness vs tensor-parallel training bug; unrelated subsystems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting after failure vs checkpoint-loading slowness; different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained error; not one concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness vs tokenizer-loading regression; different code paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; distinct feature requests/bugs." + } + ] + }, + "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": "0decccc0fbe93260207aa2fde22ffaf8a118ce01d0f7cc8e7c6ebab9d7113e39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution 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, + "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_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." + } + ] + }, + "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": "ca8ff1c7aae688f2010e0c16a886f3018d02f06b24ca0a956e15972fc21fa2f4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "3db2aae03dfc688dfec0d51ce3ee0c5e36bc45e297bd2882607aa588820200a0", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "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." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support and Qwen3-TTS are unrelated model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR are distinct models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request is unrelated to OpenAI weight-sparse transformer support." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different architectures/modalities, not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT are different model additions; similar naming is not enough." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS concern different model families and features." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths/models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same as ModernVBERT model support." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model types and implementation work." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are not the same underlying change." + }, + { + "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." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are different model-feature requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model additions." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementation targets." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request and EUPE model request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same code-path change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and use cases." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE addition are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different concrete audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are unrelated tasks." + } + ] + }, + "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": "e0a17a735c19638756e7838738048b02a410b4ebb3aa7a5cfc55b099e79725d0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "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.", + "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_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." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated topics: Mask2former loss parameter usage vs tokenizer regex warning regression." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: ModernBERTConfig typing vs tokenizer regex warning after a version change." + }, + { + "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." + } + ] + }, + "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": "1e7fe8ab1941ac60917d0dabafc54b66de85e71931ef9d0233ce0eb6207e998b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues 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.", + "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_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." + } + ] + }, + "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": "2aea3d0944197f6507428035ac5a28c2e2526577c001fe917532902ff13272fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related 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, + "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_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." + } + ] + }, + "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": "936094648c639beb0f55dd873c71b941e94fda19152dbf7be3ef3bd1a7e1919d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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_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." + } + ] + }, + "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": "26811c1cf05007eb46b61e721758cb2cc45f7329b84e4bd4119562f983c143ef", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared technical evidence; insufficient basis to treat as a duplicate." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": "10264dc188d2a37097b777a6f7f3d1b1ded2189b92143b21e767a43c9f2e4747", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "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." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like title only; no evidence of the same concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam title versus documentation suggestion; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus branded text; no shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + }, + { + "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." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + } + ] + }, + "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": "777e3b9f731c405cdae71567467d39e896cd1421dda946cedd5df9765f3f1cfd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The 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.", + "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_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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "5f6d399b85bac915d49717d11e79ae0f22992a78ed9c3b0391eb39d1914a1d2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are 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.", + "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_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." + } + ] + }, + "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:45213", + "pull_request:43995|pull_request:44827", + "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": "9ec12cc29563a2a2c3a1828e8691d1bd08c649140c560c04a72cb9823fd12738", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32874, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32874, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning model additions, refactors, docs, and tests. The only genuine duplicate-style pair is the two `fixed_cross_entropy` patches (43251 and 43254), which address the same loss-utils change on the same code path.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative because it directly addresses the shared `fixed_cross_entropy`/`cross_entropy` bug with an explicit issue link and a focused implementation; 43254 is essentially the same fix with a slightly narrower signature change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest cluster representative because it is the only clearly duplicate-worthy change with a concrete shared bug fix in `loss_utils.py`; the rest of the PRs are unrelated additions or refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different domains: a VideoPrism model add vs an ExecuTorch dynamic-shape test. Same broad testing/export ecosystem only, not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer-method cleanup for MistralCommon is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API additions and ExecuTorch export tests do not share the same underlying bug or code path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding MobileLLM are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs passthrough is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch functional areas in core training code, but one fixes cross-entropy kwargs while the other is a Mistral4 test/model cleanup; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 test fixes are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing has no concrete overlap with adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation and class-annotation resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output capture are separate model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactor and the model-creation skill file do not fix the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and the `layrnorm` renaming cleanup are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and `cls.config` resolution ordering are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Adding MobileLLM and fixing Mistral4 tests do not share the same underlying bug or mergeable change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and a new-model creation skill are not the same code change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition vs skill/documentation scaffolding are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` argument passthrough in `loss_utils.py` for the same issue; they are mergeable variants of the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. It conservatively treats the non-loss PRs as unrelated and correctly identifies only 43251/43254 as a mergeable duplicate-style fix for the same `fixed_cross_entropy` bug in `loss_utils.py`. The pair verdicts are appropriately cautious." + }, + "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": "1172eb98074e8a8e805524489b1024b6b98491d3dc11c1c7518a117bf7f88a28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 adds a separate VibeVoice Realtime layer plus acoustic-tokenizer work. They overlap in shared package wiring, but the underlying feature set and code paths are different.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the earlier, foundational VibeVoice integration and is the cleaner representative of the cluster\u2019s core model support.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the better cluster representative because it implements the main VibeVoice model integration rather than the narrower realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice scaffolding is not enough here: #40546 adds the base model, while #42781 adds realtime-specific functionality and an acoustic tokenizer. They are related but not the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f14d8468a649d769806942a132c524dc502585ea8f2cf0c3fb9ad612981762ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate, but 41224 is the more focused change and easier to reason about as a standalone representative; 40755 is broader and touches more areas.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features, different model code paths, and no shared concrete bug or change. They 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": 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": "ab22411eb8684d9654a1e92bfbfdfc2a5d5293b8f6ef3bbd31176b6866505162", + "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 PRs are not duplicates: they share a common model-addition scaffold, but one introduces DeepSeek OCR and the other introduces Isaac, with different model-specific code, configs, processors, and tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate canonical PR; they target different models. If one must anchor the cluster, 41797 is the better representative because it is the more reviewed DeepSeek OCR addition.", + "best_issue_reason": null, + "best_pr_reason": "41797 is the stronger standalone representative: it has more discussion/review activity and a complete DeepSeek OCR integration with docs and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different underlying changes: DeepSeek OCR vs Isaac. The overlapping files are generic registration/docs boilerplate, not the same concrete fix or feature." + } + ] + }, + "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": "c203cccb8de1bf12f624534761ced99c7cd44d6cda42120cdc609c213c4ca93b", + "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": "Two open PRs both update GitHub Actions references, but they are not the same change: one is a broad Node 24 compatibility sweep across many workflows, while the other is a narrower bump of docker/build-push-action in Docker-image workflows. Similar theme, different concrete scope and likely separate merge candidates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more clearly defined Actions compatibility upgrade spanning many workflows, making it the more central change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest single PR candidate overall due to its wider coverage and clearer architectural intent; PR 42976 is narrower and focused on a different action family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch GitHub Actions versions, but 42975 is a Node 24 compatibility sweep across many workflows while 42976 only bumps docker/build-push-action in Docker-related workflows. They do not appear to fix the same underlying bug or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "504a0f37c7df6907a4000cb3985a9b16776aa159bcb4f09a555b6971ff99f806", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17624, + "estimated_input_tokens": 4406, + "estimated_eval_tokens": 9068 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17624, + "estimated_input_tokens": 4406, + "estimated_eval_tokens": 9068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All pairwise soft matches are false positives: these PRs each add different models (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6) and do not fix the same code-path problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and the PRs are separate model-addition efforts, not duplicates of one change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative for deduping here; each PR introduces a distinct model and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared doc/auto-registration files are boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models and code paths (ViT NEPA vs Molmo2); overlap is only in shared infrastructure files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model introductions; same repo areas touched, but not the same bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with different implementation files and APIs; not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs edits do not indicate the same concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models and code paths; too broad to treat as one duplicate change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are separate model introductions with different implementation files; 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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "0538e0ec9ee25b401454a48aee7f4fceee7709fb44be8e6b8be4e048da0ab52c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three mostly unrelated pull requests. One is a substantive FP8/dequantization fix, while the other two are small test-focused PRs in different model areas; they should not be clustered together as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the strongest representative: it has the clearest product bug/fix shape, spans the actual loading and FP8 inference codepaths, and is the most complete substantive change in the set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the best standalone PR in the cluster because it addresses a concrete dequantization issue across real code paths, whereas the others are narrow test edits without evidence of the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they target different models and different changes; one includes Whisper tokenizer logic, the other only edits CLIP/ViT tests. They do not look like the same bug or mergeable fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to the FP8 dequant/loading fix. No shared concrete code-path problem is visible." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Although both touch tests, the substantive areas are unrelated: CLIP/ViT test tweaks versus FP8/dequantization and model-loading changes. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 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": "7cd4ab3302dab4094a374507700f98cf8a027417be64e211965b7534f7b116f9", + "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": "These are three unrelated open \"[don't merge]\" PRs with only incidental overlap (mostly the shared vit test file). They do not appear to fix the same bug or implement the same change, so they should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a true canonical representative for this cluster; 43532 is the most substantial, but it targets workflow/test infra changes that are still unrelated to the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/version-bump and test-ordering tweak, while 43532 rewires comment/CI workflows; they do not address the same concrete change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "43488 focuses on setup.py/dependency/version changes, whereas 45476 adds a CI workflow and unrelated tokenizer/test edits." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "They both touch tests, but the main edits are different: workflow/commenting logic vs CI-caller/tokenizer changes. Shared vit test files look incidental, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "01367ea1498f33d9309d43e65904bcca5c20bfdcd316f2f67d1a8e070a81b4d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add new segmentation pipelines and share substantial doc/bootstrap scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are related, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43613 is the broader PR, with more model integrations and a larger test/doc footprint, so it is the better representative of this feature family.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43613 has the more complete implementation surface and broader support, making it the strongest standalone PR in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths: one is for promptable concept segmentation, the other for promptable visual segmentation. Shared docs/registration 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": "e11481e0ba8cbbbf60d0ba634a2800e0cb8cd8247f752b51eaf9239f3c641f6c", + "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 separate Trainer refactors in the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for customization. They are related only by subsystem, not by the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: these are distinct Trainer enhancements touching different code paths and solving different problems.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, 43651 is the more self-contained concrete behavior change, but it is not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different fixes and different code paths: 43651 changes loss scaling in training_step, while 43663 adds an overridable signature-column helper for data filtering. Same file is not enough to treat them as 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": 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": "4a63453590d00c351c26d42bde494277140dfe327c1b0e92593561afb7b40563", + "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": "All three PRs target the same TypeAdapter annotation/runtime NameError in `src/transformers/cli/serve.py`, with slightly different implementation approaches. PR #43842 is the cleanest minimal fix and the best canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most focused and explicit fix for the TypeAdapter NameError, with a minimal scoped change (`TYPE_CHECKING` import plus quoted annotation) and the clearest problem statement.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best overall representative because it directly addresses the runtime import/type-annotation failure with the smallest, most targeted patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are fixes for the same TypeAdapter NameError in the CLI serve path; they address the same annotation-evaluation bug in the same file and could plausibly be merged into one change." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same TypeAdapter NameError in `serve.py` and appear to be alternative implementations of the same annotation fix, not merely related subsystem changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are plausibly aimed at the same annotation-evaluation/TypeAdapter NameError class of bug. The choice of #43842 as the most focused canonical PR is conservative and supported by its smaller diff and explicit title. The soft-edge pair acceptances also look mergeable into a single bugfix PR, even if the implementations are slightly different." + }, + "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:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request: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:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request: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" + ], + "prepared_review_unit_hash": "2fd242fb8791f0f732c56f58c206f5d8c48258a4f5f9df4fe7efdd55f5155008", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of output-tracing refactors across unrelated model implementations. The only clear duplicate subgroups are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest share the same broad tracing/decorator theme but not the same concrete code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the exact GPT-J/CodeGen duplicate subgroup: same files, same output-tracing refactor, and same issue target as 44066/44085.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR representative because it captures the most complete version of the exact GPT-J/CodeGen fix and is directly duplicated by closely matching PRs in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the generic output-tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern, not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; this looks like the same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; both standardize tracing, but they are separate fixes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; only the decorator-based refactor theme is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same broad refactor idea only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not the same bug or implementation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing modernization is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file/test set; same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different models and code paths; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; similar standardization work only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; only the tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families and code paths; same high-level refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and code paths; same decorator-output theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; only the tracing refactor theme overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; same broad refactor style only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; same refactor style only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; same decorator/tracing cleanup theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families and code paths; only broad output-handling refactor overlap." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; same standardized tracing theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not the same change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; only a shared refactor pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "Different model families and code paths; same general tracing-standardization theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing modernization is shared." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; same refactor style only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families and code paths; same broad theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not a duplicate change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; same decorator/refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; only the generic tracing refactor overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; same standardized-output theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; same output-tracing theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; only the broad refactor pattern overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families and code paths; same tracing-refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; only the generic output-tracing work overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "Different model families and code paths; same broad refactor theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and code paths; same tracing-standardization idea only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; this is the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing fix in the same code path; the PRs appear to be the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; shared issue target or refactor style is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; same broad output-tracing theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; not a duplicate." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "Different model families and code paths; only the tracing-refactor theme overlaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The GPT-J/CodeGen cluster is well supported by shared files and issue target, and the GPT-Neo pair is at least plausibly the same code-path refactor. The rejected cross-model pairs are appropriately conservative given the diffs." + }, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "30de4f99f6eee3eb272ac970b4f5accc28f275a6c18f1061c3ed6074ada89658", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of the same broad maintenance wave to standardize output tracing/capture across different Transformer models, but they are model-specific refactors rather than duplicate bugfixes or mergeable overlapping changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster\u2019s shared pattern: it combines the output-capture import changes with a concrete model-specific `_can_record_outputs` setup and `can_return_tuple` usage, making it a good anchor for the standardized-output tracing migration theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster exemplar because its title and diff most explicitly describe the common refactor pattern, while still being a self-contained single-model migration like the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture refactors, but they target different models and different code paths; they are not the same change and would not plausibly be merged as one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations (VisualBert vs TextNet). The shared decorator pattern is too broad to treat as a duplicate or one underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both refactor output tracing, but MPNet and VisualBert are unrelated implementations with distinct capture mappings and forward signatures." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but different model-specific implementations; this is not one concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model ports of the same standardization effort, not duplicate fixes for the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch standardized output tracing, but they affect different models and distinct forward/capture behavior; too broad to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a7b18ca97dee96b80f730b078f598235672d0dbbc2b6f046b9dcc156f73500c6", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a batch of model-specific output-tracing refactors across unrelated architectures. 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no shared underlying bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` modify different model code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` vs `rwkv`; different domains and forward logic." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are separate model implementations." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` vs `dpr`; same output-tracing motif, 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": 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": "342f51772637dbde6850cca6a0140941039f96f0eb96475b11f266a330e19b34", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "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-addition implementations that share the same Transformers integration scaffolding, but they target different models and code paths. 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Similar framework hooks are generic new-model plumbing, not a shared underlying bug or feature." + } + ] + }, + "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": "ec7ab83d29295f876904e1a72ef7bd747a7ac88b9c617e59dca727b02ad10a2a", + "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": "The two PRs are related by the broad theme of module/kernel fusion, but they target different implementations and code paths: one introduces a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look like duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end fusion change: it updates kernel configuration, model loading, integrations, and includes an example. PR #44979 is a separate generic API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements a specific fusion workflow across the real loading/integration path rather than just adding a standalone API module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are fusion-related, but they are different proposals: a standalone Module Fusion API versus n-to-1 kernel fusion via KernelConfig. They do not fix the same concrete problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b59ae42b2b2f17862148a5bbb2324854364e04679a7573fa29723b24f3171428", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for Mistral regex patching, with the same code change in `tokenization_utils_tokenizers.py`; PR 45317 appears to be the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it makes the same fix as 45086, targets the same issue, and adds test coverage plus discussion/review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the change because it contains the core fix and accompanying tests, making it the most complete implementation of the bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and code path: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in the Mistral regex patch. The second PR is an expanded version of the first, adding tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "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": "e227464c9d91747b2f724d4dcb1f9ff0418182ec45653ebc37800771dad1284d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH-related PRs overlap in files, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split and documentation update for NemotronH dense/sparse variants.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative because it is the larger, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto/config/model wiring, and carries the accompanying docs/tests. PR 45115 is narrower and focused on conversion mapping plus refactoring the existing NemotronH implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster because it addresses a broader end-to-end product change rather than just internal refactoring. PR 45115 is useful but too specialized to serve as the primary representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not treat as duplicates: 45115 mainly refactors NemotronH to inherit GraniteMoeHybrid and adjusts checkpoint conversion mapping, while 45569 splits NemotronH into dense/sparse variants and updates docs, auto-mapping, and tests. They touch related files but target different concrete changes and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 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": "864015f1e2040bf4dce1704d72328cf3460ba8ab46122a1b9e0bbf79cab7b44e", + "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": "These are related but not duplicates: PR #45333 adds the per-layer heterogeneous configuration primitives, while PR #45332 builds on that foundation to add heterogeneous modeling/cache behavior. They address adjacent layers of the feature, but not the same concrete change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the better canonical representative for the shared theme because it introduces the core per-layer configuration support that the other PR depends on.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the best single representative because it is the narrower, foundational change; PR #45332 is a larger follow-on integration PR rather than the same patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Do not merge: one PR adds heterogeneous config primitives, the other extends model/cache code to consume them. They are related but not the same underlying bug/change and would not plausibly be merged as a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "328e9d7478eaeb29d36af2e51e0b923256f06f486ec9e0ff0dce0bee7e28bf27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are type-checking related PRs, but they are not duplicates: #45415 is a broad repo-wide type-checking pass for many `src/transformers/*` files, while #45425 is a narrower typing cleanup centered on `modeling_utils`/`_typing.py`.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella PR and the clearest representative of the cluster\u2019s main type-checking effort.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the stronger global representative because its scope is wider and its title/descriptions align with the overall typing sweep across `src/transformers` files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share the general theme of typing work, but they address different changes and scopes. #45415 is a broad type-checking pass across many files, while #45425 adds specific typing protocols and updates for `modeling_utils` and related helpers. They do not look mergeable into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e27704f1ddcce2834edcadc2e0fcb2ce0abb5d802f9b98efa349a72816446547", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP and related models, while the other only updates Qianfan OCR XPU test expectations.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the substantive code fix: it changes device handling in model parallel paths across several text/vision models and includes targeted tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative of the cluster because it addresses a concrete runtime bug; PR #45615 is only a test expectation update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different artifacts and different problems: #45487 fixes tensor/device placement in model code, while #45615 updates XPU test outputs for Qianfan OCR. They do not appear to be 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": 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": "2d2ebf7c266e27614d2d8c7100edfb92e3f86537e2c7755bd10f4e9215394b92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad thematic level (expert parallelism/loading). They fix different concrete failure modes in different distributed setups, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete EP/FSDP2 corruption bug in sharded loading, with a specific runtime path and fix. PR #45548 is a separate accelerate/ZeRO-3 loading issue and is not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger standalone PR for the cluster because it addresses a precise data-overwrite bug during distributed parameter loading, with direct code-path changes in loading and MoE handling. PR #45548 is a different EP-related serialization/loading fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP and distributed loading, but they fix different bugs: #45548 adds config/model support for accelerate+DeepSpeed ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/sharded loading. Same subsystem, different code-path problem." + } + ] + }, + "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": "cc7c775ebaa1fed4ad1f43d80bca7098e5c9303885068c828f788453aa70584f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision in captured_info artifacts for issue #45561, but #45645 is the broader, more complete fix that also updates CI handling of the generated logs.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core testing_utils fix from #45639 plus the CI/log-handling changes needed to consume multiple captured_info files safely.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the change set: it addresses the same captured_info xdist collision and also preserves CI debug-log collection across multiple workers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info xdist collision; #45645 is essentially a superset of #45639 with additional workflow/log collection 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": 25, + "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-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": "llm", + "cache_hit": false, + "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/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/manifest.json b/snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18275cb4e494cd603f493c2e55aa2074ee8521de --- /dev/null +++ b/snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260501t180051z", + "artifacts": { + "hybrid": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-01T18:08:44Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260501T180051Z", + "variant": "hybrid" +} diff --git a/snapshots/20260501T180051Z/manifest.json b/snapshots/20260501T180051Z/manifest.json index 6d3f33bda168a2836effbcac6ff802fe7622910e..e3ac80af4f172fa1c4de6f8e63331acd49bc2abe 100644 --- a/snapshots/20260501T180051Z/manifest.json +++ b/snapshots/20260501T180051Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1105 }, "extracted_at": "2026-05-01T18:00:51Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260501t180051z", + "runs": { + "hybrid-model-20260501t180051z": { + "analysis_id": "hybrid-model-20260501t180051z", + "artifacts": { + "hybrid": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260501T180051Z/analysis-runs/hybrid-model-20260501t180051z/manifest.json", + "model": null, + "published_at": "2026-05-01T18:08:44Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260501T180051Z", "watermark": {