diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 960e49feb57e4882b528a32acce8990d84a3be7a..417cc23785f55a26620980cb9ad8c83747dcf670 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": "20260422T000040Z", - "generated_at": "2026-04-22T00:07:00Z", + "snapshot_id": "20260422T060051Z", + "generated_at": "2026-04-22T06:09:46Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1070,11 +1070,11 @@ { "left_pr_number": 41356, "right_pr_number": 44339, - "code_similarity": 0.163, + "code_similarity": 0.164, "size_similarity": 0.095, "file_overlap": 0.3, "area_overlap": 0.078, - "patch_similarity": 0.181, + "patch_similarity": 0.183, "shared_filenames": [ "docs/source/en/model_doc/deimv2.md", "src/transformers/models/deimv2/__init__.py", @@ -1095,7 +1095,7 @@ "right_ranges": [ [ 1, - 64 + 65 ] ] }, @@ -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-43366-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #43366.", @@ -1472,76 +1670,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1915,6 +2043,16 @@ "target_issue_number": 43366, "reason": "PRs in cluster-43366-4 are treated as duplicates because they converge on issue #43366 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1924,15 +2062,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a4748dc361825ba247c3e6faa0451704f2f54bfe..753a3e5fc31436eb0a3fdc0d595f128737f576ca 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": "20260422T000040Z", - "generated_at": "2026-04-22T00:07:00Z", + "snapshot_id": "20260422T060051Z", + "generated_at": "2026-04-22T06:09:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "28f70019271675f3315349dfdd43c7bfc43f152b2b81ad7970a1bbdb0a0b0bba", + "prepared_review_unit_hash": "310768fbd0b727863706c29c0e02b2d2d6c0c6f69e83a841e3b7d62dbb74c7f4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are only loosely related by Hugging Face model/tokenization behavior. They do not describe the same underlying bug: one is about Tapas tokenization parity, one about a misleading auth/download error, and one about failing to load bert-base-uncased. The soft-similarity links are too weak to treat as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 16618 is the closest thing to a central bug report because it is a direct model-loading failure, but the cluster is heterogeneous and does not form a true duplicate set.", + "summary": "The three issues do not look like the same underlying bug. #16618 is a general model-loading failure, #15980 is specifically about a bad authentication/error message when downloading a private model, and #13244 is about TAPAS tokenization mismatch with TensorFlow code. I would keep them separate.", + "confidence": 0.82, + "canonical_issue_reason": "#16618 is the broadest and most central of the three, focused on model loading, so it is the best representative issue for this cluster even though the others are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single representative issue only because it is the most concrete end-user failure among the three; however, it should not be treated as a canonical duplicate target for the others.", + "best_issue_reason": "#16618 is the strongest standalone issue because it states a clear user-facing failure and is the most generally applicable of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are unrelated code paths and symptoms; same broad library area, but not the same bug." + "reason": "Tokenization behavior in TAPAS is a different subsystem and bug class from a model-loading failure; no evidence they share the same root cause." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A private-model download/auth error is a different failure mode from a public model load failure for bert-base-uncased; they are not the same underlying issue." + "reason": "#15980 is about authentication/download messaging for private models, while #16618 is a general inability to load 'bert-base-uncased'; these are not the same concrete issue." } ] }, @@ -81,13 +81,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 1, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:24643", "issue:30277", @@ -170,8 +170,8 @@ "issue:39290|issue:45081", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:44918|issue:45161", + "issue:34928|issue:41720", "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:44292", @@ -203,412 +203,316 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "c7c5b28174f367a0a88fbaf9b40d01796dd2b97f915679dd65ecb5b753d90f91", + "prepared_review_unit_hash": "6d917a365e2efd2146e301b8301b8142d635868e7d01c1d4fc52441c1a3bd136", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46476, - "estimated_input_tokens": 11619, - "estimated_eval_tokens": 23494 + "serialized_chars": 46485, + "estimated_input_tokens": 11622, + "estimated_eval_tokens": 23500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-specific runtime bugs or docs cleanups. The only clear duplicate subclusters are the ZeRO-3 loading crash pair (43596/43638) and the nearly identical mask/tensor shape-mismatch pair (41093/44805).", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43596 is the clearest anchor for the ZeRO-3 duplicate subcluster: it states the same index-0-out-of-bounds loading crash as 43638, but with a more specific model/context.", + "summary": "This cluster is mostly heterogeneous model/runtime/doc issues. The only clear duplicate-looking pair is the two DeepSpeed ZeRO-3 Bert index-out-of-bounds reports; the rest differ by model, symptom, or code path.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the one true duplicate pair: it is a concrete DeepSpeed ZeRO-3/Bert index-out-of-bounds report and is closely mirrored by issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best representative issue in this set because it captures a concrete, reproducible ZeRO-3 loading bug with a strong duplicate match, while most other items are separate failures.", + "best_issue_reason": "issue:43596 is the best global issue representative because it describes the shared ZeRO-3/Bert loading failure most concretely and has the strongest duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming/chat API failure; not the same bug." + "reason": "Same family (Qwen3.5) but different failures: missing config field vs streaming chat/completions behavior." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different failure modes; only the broad GPU/model-loading area overlaps." + "reason": "Different models and different failure modes; one is dtype mismatch in a processor path, the other is AMD GPU runtime support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/runtime issues, but they affect different models and code paths." + "reason": "Both mention inference/runtime issues, but the underlying bug paths are unrelated (autocast dtype mismatch vs AMD GPU failure)." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: AMD GPU execution vs an invalid method call in another model." + "reason": "Different models and code paths; one is GPU backend compatibility, the other is an invalid method call in a MoE model." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and error contexts; not the same underlying defect." + "reason": "Different models and symptoms; NVFP4 runtime error is not the same as the AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch during training vs ONNX export error; unrelated bugs." + "reason": "Both are runtime problems, but one is DeepSpeed collective mismatch and the other is ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 runtime failure are distinct code paths." + "reason": "Unrelated model/export error vs Qwen3Moe FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time failure vs device-mapping CUDA assert; not the same issue." + "reason": "Different code paths: ONNX export failure vs device-mapping cuda assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they target different removed features and likely need separate fixes." + "reason": "Both are docs cleanup items, but they refer to different removed features and different pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." + "reason": "Different bugs: ONNX export failure vs missing GenerationMixin import." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape errors, but the specific messages and contexts differ enough to treat as separate." + "reason": "Both are shape/index errors, but the model/setup and stack traces differ enough that they do not look like the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures: ZeRO-3 index-out-of-bounds vs mask/tensor shape mismatch." + "reason": "Different symptom pattern and trigger; one is ZeRO-3 Bert init failure, the other is a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor mismatch and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Unrelated errors in different features: mask shape mismatch vs GPT-OSS tensor-parallel failure." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Shape mismatch error and TRL embedding unpacking failure do not point to the same root cause." + "reason": "Different stacks and causes; tensor mask mismatch is not the same as TRL embedding unpacking failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping script failure and mask/index mismatch are unrelated." + "reason": "Different functionality: tokenizer mapping codegen vs a runtime indexing/shape error." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue vs ONNX export bug; different components." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch in Jamba/DeepSpeed is not the same as the ZeRO-3 index-out-of-bounds crash." + "reason": "Both involve DeepSpeed, but the concrete failures are different (collective mismatch vs zero-sized index on Bert load)." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 loading crash pattern with the same index-0-out-of-bounds failure; clearly the same bug family." + "reason": "Same underlying DeepSpeed ZeRO-3/Bert loading bug: both hit index-0-out-of-bounds with zero-sized parameters during init/load." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer/detokenization problem vs LoRA merge/save inconsistency; separate issues." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload inconsistency." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different features and errors; Liger cross-entropy dispatch vs GPT-OSS tensor-parallel support." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and different symptom classes; not a duplicate." + "reason": "Unrelated model/runtime error vs LoRA weight merge inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute bug is different from a mask-indexing shape mismatch." + "reason": "Both are tensor-shape-related, but the training stack and specific failure conditions are different." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Older DeepSpeed weight-dimension error and collective mismatch are different training failures." + "reason": "Both mention DeepSpeed, but the concrete errors and code paths are different." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug vs AMD GPU runtime failure; no shared code path." + "reason": "Unrelated problems: detokenization regression vs AMD GPU compatibility." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Different model families and failure modes; ZeRO-3 Bert init bug is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are different bugs." + "reason": "Activation-checkpoint/FSDP tensor recomputation issue is unrelated to the custom trainer signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT load crash and GPT-OSS TP failure are unrelated." + "reason": "Different models and subsystems; Bert ZeRO-3 init bug is not the GPT-OSS TP issue." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:44292", "accept": false, - "reason": "Different models and different failure surfaces; only both are model runtime issues." + "reason": "Different models and error classes; dtype mismatch in preprocessing vs NVFP4 runtime failure." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM attribute error and Mistral tokenizer patch crash are separate regressions." + "reason": "Different model/config issues: Gemma3 vLLM attribute error vs Mistral tokenizer regex patch crash." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Different bug classes: autocast dtype mismatch vs tensor-parallel runtime failure." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Torch compatibility issue and Qwen NVFP4 runtime error are unrelated." + "reason": "TRl SFT embedding unpacking and GPT-OSS TP failure are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Activation-checkpointing/FSDP issue and CUDA assert with auto device mapping are different." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failures are distinct." + "reason": "Different training stacks and symptoms; recomputed tensor mismatch vs cuda assert on auto device map." }, { "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Torch dynamo grouped_mm error and Mistral image-preprocessor dtype mismatch are different code paths." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are model runtime errors, but the models and symptoms differ." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and different failure modes." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "NVFP4 execution error vs TRL embedding unpacking failure; unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", + "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy call and input-embedding unpacking are not the same issue." + "reason": "Both are runtime numeric/dtype issues, but they affect different models and code paths (Dynamo grouped_mm vs autocast mismatch)." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Both are ZeRO-3 loading crashes, but the model contexts differ and there is not enough evidence they are the same bug." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Both are docs regressions, but they cover different removed v5 features and should not be merged as duplicates." + "reason": "Processor failure for Voxtral is unrelated to the template compilation error." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Mistral dtype mismatch and Qwen3-vl StopIteration are unrelated." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is ZeRO-3 load-time zero-size indexing." }, { - "left": "issue:43716", - "right": "issue:44918", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Image preprocessor dtype mismatch and TRL embedding unpacking are different failures." + "reason": "Mistral lm_head tying bug is unrelated to a corrupted Ovis2 checkpoint." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast dtype mismatch are separate bugs." + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer kwarg mismatch are unrelated." + "reason": "Whisper model runtime failure and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Kernel selection behavior and mask/tensor indexing mismatch are different problems." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "FSDP recompute mismatch and GenerationMixin import error are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Same broad ZeRO-3 area, but different models and no clear evidence of the same underlying bug." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "TextClassificationPipeline docs issue and run-command docs issue are separate documentation problems." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Gemma3/vLLM attribute error and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Liger kernel dispatch issue and tensor mask mismatch are different bugs." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and inability to load NemotronH checkpoints are different load-time failures." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl StopIteration are unrelated." + "reason": "Corrupted checkpoint vs NemotronH load implementation bug are different failure sources." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading issue and corrupted checkpoint report are not the same bug." + "reason": "Unit test model-loading issue and checkpoint corruption are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Torch version incompatibility and pydantic model field regression are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3/vLLM attribute error and Qwen3-MoE sliding_window bug are separate regressions." + "reason": "Both involve Qwen/Gemma-era config changes, but the actual missing attributes differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Same generic index/shape-error family, but the messages and subsystems differ enough to keep separate." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming inference API failure." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper model failure and pydantic config field regression are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Different models and different runtime error mechanisms; not the same bug." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding-window attribute error are unrelated." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor loading failure and template compilation failure are different issues." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are runtime errors, but one is a mask-index mismatch and the other is a ZeRO-3 load crash." + "reason": "Both are load-time errors, but one is a mask-size mismatch and the other is a zero-size index failure." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is broadly grounded and the soft-edge verdicts are conservative. The ZeRO-3 pair acceptance is well supported, and the other pair rejections avoid over-claiming duplicates. The summary is mostly careful about the cluster being heterogeneous. One minor caution is that the 41093/44805 duplicate claim is inferred from very similar titles rather than explicit pair evidence, but it is still a reasonable conservative read and not overstated." + "feedback": "The summary is well grounded in the packet and stays conservative. The accepted duplicate pair, issue:43596 and issue:43638, is strongly supported by the titles and symptom pattern (ZeRO-3, Bert loading, index 0 out of bounds with size 0). The rejected soft-edge pairs are phrased cautiously and do not overclaim similarity." }, "evaluator_used": true, "retried": false, @@ -621,13 +525,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 2, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36331", "issue:39186", @@ -689,8 +593,8 @@ "issue:44661|issue:45464", "issue:43054|issue:43994", "issue:39290|issue:43742", - "issue:41093|issue:43596", "issue:43541|issue:44589", + "issue:41093|issue:43596", "issue:42915|issue:43541", "issue:40990|issue:44960", "issue:39186|issue:44918", @@ -709,159 +613,159 @@ "issue:44292|issue:45507", "issue:43828|issue:44928", "issue:39692|issue:43054", - "issue:43866|issue:44403", "issue:41553|issue:43883", + "issue:43866|issue:44403", "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "6e824a59cbcb6f925293c3aab0ab48dfe9a5a4480bcf007deb26cc4e951b5003", + "prepared_review_unit_hash": "a64926f25a0855480488fc09a04e0a0a48aae5b97bb838b0fe086404c1db2a0f", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37563, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers bugs. Only the non-persistent-buffer regression reports form a real duplicate cluster; the rest should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43950 is the clearest anchor for the only real duplicate family here: a detailed report of the non-persistent buffer corruption regression, with issue:43644 and issue:44534 as title variants.", + "summary": "This looks like a heterogeneous set of mostly unrelated issues. The only clear duplicate pair is the non-persistent-buffer regression reports; the rest are just semantically similar within broad subsystems and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the best canonical anchor for the only true duplicate family here: it describes the non-persistent-buffer corruption regression broadly and earliest, while later reports like 43950/44534 are narrower restatements.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative issue in this set: it is the most explicit, well-scoped report of the only evident duplicate cluster.", + "best_issue_reason": "43644 is the most representative issue in the cluster because it captures the underlying regression most generally; the other items are mostly distinct bugs or feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5 regressions, but one is int4 OOM and the other tied weights on translation models; different bugs." + "reason": "Different problems: int4 quantization OOM vs tied-weights handling in translation models." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config-related v5 regressions, but one is missing pad_token_idx and the other is a pydantic field break; not the same issue." + "reason": "Both are config-related, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field regression; not the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different failures: grouped_mm tracing error vs GPT-OSS MoE tensor-parallel issue." + "reason": "Different MoE/TP failures with different symptoms and code paths; too broad to merge." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both involve runtime failures, but autocast dtype mismatch is unrelated to Qwen3.5 streaming chat API failure." + "reason": "Autocast dtype mismatch is unrelated to a chat/completions streaming failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument issue is distinct from the PretrainedConfig pydantic-field regression." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different initialization bug than the pydantic field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to Qwen3.5 streaming inference errors." + "reason": "GGUF gpt-oss support request is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig field regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping add-new-model-like failure is unrelated to the Qwen3.5 streaming API issue." + "reason": "Tokenizer-mapping failure for add-new-model-like is a different loading-path issue than streaming inference." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is text embedding quality and the other is a nonsensical-results report; different underlying problems." + "reason": "Both mention SigLIP2, but one is about text-embedding quality while the other is a model/pipeline result mismatch." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3/vLLM sliding_window attribute error is unrelated to MobileLLM key loading." + "reason": "Gemma3/vLLM missing sliding_window_pattern and MobileLLM key error are distinct model-loading bugs." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Mask shape mismatch and DeepSpeed ZeRO-3/BertModel index error are different code paths." + "reason": "Grouped_mm tracing failure and missing Float8 storage object are unrelated runtime errors." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Torch dynamo tracing grouped_mm failure is unrelated to missing Float8 storage handling." + "reason": "Both are IndexError reports, but they involve different shapes, models, and triggers." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Both involve MoE models, but FineGrainedFP8Config failure and float32 grouped_mm tracing error are different bugs." + "reason": "Qwen3Moe FP8 failure and Mixtral grouped_mm tracing failure are different model/backend issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as the generic GLM5 issue." + "reason": "High perplexity on gpt-oss is not the same as a GLM5 model-specific issue." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and TRL unpacking embeddings failure are separate issues." + "reason": "FSDP weight shape error and TRL unpacking failure for Qwen3.5 are different code paths." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 untied lm_head weights and translation-model tied-weights regressions are not the same bug." + "reason": "Untied lm_head weights in Mistral3 is unrelated to translation-model tied-weights issues in v5." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization regression is unrelated to flash-attn2 fallback blocking." + "reason": "Jupyter custom model initialization regression is unrelated to flash-attn2 fallback blocking." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights translation regressions." + "reason": "PagedAttentionCache linear_attention crash is a different Qwen3.5 cache/backend problem, not tied weights." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is not the same as the tied-weights translation issue." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied-weights behavior." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied weights are different problems." + "reason": "Quantization/offloading behavior and tied-weight translation models are not the same underlying bug." }, { "left": "issue:44360", @@ -873,85 +777,85 @@ "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback selection." + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "TRL unpacking failure for Qwen3.5 is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + "reason": "Incorrect detokenization in DeepSeek Coder is unrelated to Qwen-3-8B-NVFP4 runtime errors." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache strategies typo and removed run-command docs are unrelated documentation issues." + "reason": "A typo in cache strategies is not the same as stale docs about a removed run command." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: transformers 5.x corrupting non-persistent buffers; titles are variant phrasings of the same regression." + "reason": "Same underlying regression: non-persistent buffers being corrupted/fill with junk in Transformers 5.x." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption regression; issue:43950 is the more detailed duplicate report." + "reason": "Clear duplicate reports of the same non-persistent-buffer corruption bug in from_pretrained()/5.x." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GraniteMoEHybrid invalid method." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN from 3D position_ids are different problems." + "reason": "Autocast dtype mismatch is not the same as the RLHF gradient explosion/position_ids issue." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality complaints are not the same concrete bug." + "reason": "SigLIP2 docs example errors and SigLIP2 embedding-quality regression are different problems." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Corrupted checkpoint report and generic loading noise are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing all_tied_weights_keys on Molmo." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "Bad Voxtral tokenizer error and missing all_tied_weights_keys on MolmoForCausalLM are different issues." + "reason": "Corrupted checkpoint and generic loading noise are not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer.compute_loss kwarg break and Gemma3 ZeRO-3 loading crash are unrelated." + "reason": "CustomTrainer unexpected kwarg and Gemma3 DeepSpeed ZeRO-3 index error are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl StopIteration on video input is unrelated to GraniteMoEHybrid invalid method calls." + "reason": "Qwen3-vl-embedding video StopIteration is unrelated to GraniteMoEHybrid invalid method calls." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft-edge pairs are the non-persistent-buffer regression reports, which are well supported by the issue titles and consistent with the packet. The rest of the pairwise rejections stay appropriately cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate family, 43644/43950/44534, is well supported by the titles, and the rest of the soft-edge rejections are phrased cautiously enough given the limited evidence. No obvious overstatement or mergeability issue stands out." }, "evaluator_used": true, "retried": false, @@ -964,13 +868,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 3, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36331", "issue:38175", @@ -1023,20 +927,20 @@ ], "soft_pairs": [ "issue:43872|issue:44589", - "issue:38175|issue:43054", "issue:41553|issue:43881", + "issue:38175|issue:43054", "issue:42947|issue:44387", "issue:43054|issue:43493", "issue:43881|issue:43883", "issue:44403|issue:44451", "issue:42947|issue:43856", - "issue:43975|issue:45520", "issue:43643|issue:45020", + "issue:43975|issue:45520", "issue:43782|issue:44960", "issue:44403|issue:44488", "issue:42491|issue:44368", - "issue:43975|issue:44451", "issue:41762|issue:42915", + "issue:43975|issue:44451", "issue:45020|issue:45356", "issue:44661|issue:45020", "issue:43054|issue:43278", @@ -1059,251 +963,254 @@ "issue:42915|issue:43872", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "faa13ebe3b30c6af58f1446d69c26ac2d5c9024f30cedc0cefd75df3e7995a1b", + "prepared_review_unit_hash": "3a9b921dd9bdb92c3373e88b6c5cd8685a879a48c8244a0d418d2ea192b4363e", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38577, - "estimated_input_tokens": 9645, - "estimated_eval_tokens": 19546 + "serialized_chars": 38576, + "estimated_input_tokens": 9644, + "estimated_eval_tokens": 19544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated issue reports, not a tight duplicate set. The soft links are largely superficial (same model family, same subsystem, or same error class) but do not appear to share the same concrete code path.", - "confidence": 0.89, - "canonical_issue_reason": "No single true canonical issue stands out because the items span many different bugs. If a fallback umbrella is needed, issue 45020 is the broadest and most current regression report, but it is only a weak representative.", + "summary": "Most candidates are related only at a broad subsystem level, not the same underlying bug. The only clear duplicate-looking pair is the v5 docs regression about removed pipeline task references.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44509 is the clearest and broadest statement of the docs regression; 43827 is the narrower variant and reads like the same report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best fallback representative because it is broad, actively discussed, and describes a recent regression affecting multiple remote-code models.", + "best_issue_reason": "44509 is the strongest representative issue here: specific, actionable, and it captures the broader docs breakage around removed v5 pipeline tasks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are loading/type errors, but one is bitsandbytes init-flag incompatibility and the other is a float8 storage lookup failure; different code paths." + "reason": "Both are compatibility/runtime errors, but they involve different failure modes: bitsandbytes init kwargs vs missing Float8 storage." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Same model family, but one reports zero probabilities while the other reports worse text embeddings; not the same bug." + "reason": "Both are model-loading problems, but they target different models and different likely root causes." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Different models and different failure modes; one is an AutoTokenizer error message issue, the other is a model loading failure." + "reason": "Both mention SigLIP2 behavior, but one is zero probabilities and the other is embedding quality; too broad to be the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention training/memory, but one is LoRA gradient checkpointing and the other is int4 quantization OOM; distinct problems." + "reason": "Different code paths: gradient checkpointing/LoRA versus int4 quantization memory/OOM." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a quality complaint and the other is an implementation discrepancy against JAX; not the same concrete bug." + "reason": "Related SigLIP2 symptoms, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy; not clearly the same defect." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different missing-attribute/loading failures; no shared underlying defect shown." + "reason": "Different model families and different failure signatures; both are load issues but not the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is a vague loading-noise complaint, the other is a specific model-loading failure for ScandiBERT." + "reason": "One is a generic noisy-loading complaint; the other is a specific tokenizer load failure for a particular model." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both relate to training efficiency, but one is LoRA gradient checkpointing and the other is Qwen3 MoE memory use; not the same fix." + "reason": "Both touch training/memory, but one is about checkpointing effectiveness and the other about MoE training memory usage." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "One is a detokenization regression and the other is a Python 3.13 import-utils KeyError; unrelated." + "reason": "Both involve remote_code, but 45020 is a broad regression report while 43643 is a specific AutoConfig field-loss bug." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both mention remote_code/trust_remote_code, but one is a specific AutoConfig field-loss bug and the other is a broader loading regression." + "reason": "Different areas entirely: detokenization versus flash-attn import handling on Python 3.13." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different failure surfaces; no evidence of the same underlying bug." + "reason": "Different models and failure modes; no evidence they share the same code path." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and different symptoms." + "reason": "Both are generic loading complaints, but they concern different models and likely unrelated issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different symptoms and workflows: LoRA model reuse across versions versus a tie_word_embeddings warning during fine-tuning." + "reason": "Both mention Qwen3-family LoRA/training warnings, but one is a model-compatibility issue and the other is a tie_word_embeddings warning." }, { - "left": "issue:43975", - "right": "issue:44451", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Different models and different issues; one is detokenization, the other is tokenizer/model loading failure." + "reason": "Both are Gemma/Qwen loading failures, but they involve different models and different stack traces." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43975", + "right": "issue:44451", "accept": false, - "reason": "Both concern Qwen/Gemma-family loading/training, but one is ZeRO-3 load failure and the other is FineGrainedFP8 training failure." + "reason": "No concrete overlap beyond both being model-related regressions." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "One is a broad remote_code regression, the other is a tokenizer codec/regression issue for Kimi-K2.5; different bug." + "reason": "45020 is a broad remote_code regression; 45356 is a specific tokenizer codec/fix_mistral_regex issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "The first is about add-new-model-like failing with tokenizer mapping names; the second is a remote_code loading regression." + "reason": "One is a tokenizer-mapping add-model helper failure; the other is a broader remote_code regression." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both mention embeddings, but one is about SigLIP2 text quality and the other is an embedding dtype mismatch between train and eval." + "reason": "Both discuss embeddings, but one is model quality and the other is dtype drift between train/eval." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different failure types: missing import versus bitsandbytes init-flag TypeError." + "reason": "Different incompatibilities: missing Qwen2.5-VL import versus bitsandbytes init argument error." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model is unrelated to flash-attn fallback gating." + "reason": "Tokenizer loading and flash-attn fallback checks are unrelated." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they appear to target different stale references and pages; not enough to treat as the same change." + "accept": true, + "reason": "Both report the same v5 docs regression: pipeline task references that should no longer be present." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both touch audio/feature extraction, but one is a Whisper runtime failure and the other is a specific fbank helper issue; insufficient evidence of sameness." + "reason": "The Whisper model load failure may be related to feature extraction, but the titles do not show the same concrete bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a missing weight-tying bug, the other is silent corruption of non-persistent buffers during from_pretrained; different paths." + "reason": "Different bugs: weight tying in Mistral3 versus non-persistent buffer corruption in from_pretrained." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash versus flash-attn fallback gating; unrelated code paths." + "reason": "Different tokenizer regex error versus flash-attn fallback gating." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and different load-time failures; no shared underlying bug." + "reason": "Different model/data issues: Qwen3 MoE weight conversion versus Ovis2 checkpoint corruption." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "One is a Qwen3 MoE FP8 training failure, the other is a broad remote_code loading regression; not the same issue." + "reason": "A specific Qwen3 MoE FP8 failure is not the same as a broad remote_code regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key loading error is unrelated to flash-attn fallback behavior." + "reason": "Different loading failures: MobileLLM key error versus flash-attn fallback checks." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific model key error versus broad remote_code regression; different problem." + "reason": "No concrete duplicate signal beyond both being model-loading regressions." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer error-message quality for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Different models and symptoms; one is an AutoTokenizer error, the other a tokenizer load regression for a specific model." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed/Qwen3.5 load issues, but one is missing all params and the other is language_model weights specifically; not clearly the same bug." + "reason": "Both concern Qwen3.5/Qwen3-Next ZeRO-3 weight loading, but the model targets and failure descriptions differ." }, { "left": "issue:43872", "right": "issue:44291", "accept": false, - "reason": "Both mention `_is_hf_initialized`, but they describe different failure contexts and different underlying incompatibilities." + "reason": "Similar init/compatibility theme, but the specific error surfaces are different." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are GLM-related loading reports, but one is a unit-test load issue for a specific checkpoint and the other is a broader NemotronH checkpoint incompatibility." + "reason": "Both are model-loading issues, but they involve different models and no shared failure mechanism is evident." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen3/Qwen3 MoE and training/loading, but one is missing MoE weight conversion and the other is gradient averaging under DeepSpeed; different code paths." + "reason": "Both are about Qwen3 training behavior, but one is weight conversion/load and the other is gradient averaging with GAS." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and different user-visible failures; no evidence they are the same defect." + "reason": "Different model-loading failures; no sign of a shared root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "The first is a custom trainer API breakage, while the second is a tensor-mask shape mismatch; unrelated errors." + "reason": "Completely different problems: Trainer compute_loss keyword mismatch versus tensor mask shape mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The single accepted pair is well grounded: both issues describe the same v5 docs regression around removed pipeline-task references, and they look mergeable into one docs-fix PR. The other verdicts are conservative and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1312,13 +1219,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 4, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:24643", "issue:30064", @@ -1372,16 +1279,16 @@ "soft_pairs": [ "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:44530|issue:44863", "issue:43872|issue:45538", + "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:24643|issue:30064", "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", "issue:43950|issue:45325", - "issue:44560|issue:44918", "issue:43366|issue:44589", + "issue:44560|issue:44918", "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:42617|issue:43366", @@ -1401,14 +1308,14 @@ "issue:44451|issue:44488", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "5e7f1d09ffe5c7b55ba79cd67b76a2ec46c29058b84a0ec23d5c52932b6aea81", + "prepared_review_unit_hash": "52d3cb6a2107ec41cee5d1b2aa982ca929505883d3d61a539ae14b838086f9f2", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, @@ -1423,201 +1330,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: mask shape IndexError, Transformers 5.x non-persistent buffer regression, custom model init regression, and SigLIP2 zero-probability/model-output regression. I treated only the near-identical pairs as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43644 is the best representative of a clear framework-level regression and has an almost identical follow-up in issue:44534 about the same non-persistent buffer corruption in Transformers 5.x.", + "summary": "The cluster is mostly heterogeneous, but a few duplicate pockets are real: the non-persistent-buffer regressions, the custom-model init regression, and some Qwen/SigLIP2 output/video reports. The soft edges should stay conservative where only a shared model family or broad subsystem is evident.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43950 is the cleanest, most precisely scoped regression report in the set and has an exact near-duplicate in 44534, making it a strong canonical representative for the non-persistent-buffer bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate here: it is specific, reproducible, broadly relevant, and has the cleanest duplicate match among the items.", + "best_issue_reason": "43950 is the best overall issue to anchor this cluster because it is concrete, regression-oriented, and has the strongest duplicate evidence among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same error family: both report the mask shape vs indexed tensor shape mismatch IndexError." + "reason": "Both report the same mask-vs-tensor shape mismatch IndexError with nearly identical wording, so they look like the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen reports, but the model scope and failure mode differ; not clearly the same bug." + "accept": true, + "reason": "Both are Qwen3.5/Qwen3-VL video-input regressions in the same version range, and the failure descriptions are close enough to plausibly be the same root issue." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:43872", + "right": "issue:45538", "accept": false, - "reason": "Different models and different failures: Qwen3.5 cache/group-type crash vs NemotronH checkpoint loading." + "reason": "These are unrelated failures: bitsandbytes initialization incompatibility versus CLIPTokenizer max-length handling." }, { - "left": "issue:43872", - "right": "issue:45538", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Unrelated subsystems: bitsandbytes/Int8Params incompatibility vs tokenizer max_length behavior." + "reason": "Different model families and different failure modes; the packet does not support a shared underlying bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different issues and code paths: GGUF gpt-oss support vs dtype mismatch under autocast for Phi-tiny-MoE." + "reason": "One is GGUF/gpt-oss architecture support, the other is a torch.autocast dtype mismatch on Phi-tiny-MoE; too different to treat as duplicates." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + "reason": "DeepSpeed training weight-shape error and image-processor segmentation-map handling are distinct code paths and problems." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen-related work, but one is GGUF support and the other is a sliding_window bug; not the same change." + "reason": "These only share the broad Qwen/GGUF area; one is architecture support, the other is a sliding_window bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs Qwen3.5 flash-attention position_ids bug." + "reason": "Both touch attention-related paths, but the concrete failures and model contexts differ and there is no evidence of the same regression." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Very close duplicate reports of the same Transformers 5.0 custom model initialization regression." + "reason": "Both describe the Transformers 5.0 custom-model initialization regression, with 43645 just being the notebook variant of 43646." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope/position_id scaling bug." + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope/position-id scaling are different bugs." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen video-related, but one is a StopIteration video error and the other is SFT embedding unpacking failure." + "reason": "GGUF support and a Float8 storage lookup error are unrelated." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "No evident overlap beyond both involving loading/runtime errors." + "reason": "Both involve Qwen/video paths, but one is a StopIteration in video handling and the other is SFT embedding unpacking; not enough evidence of the same bug." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different problem classes: missing import for a specific class vs meta-device loading breakage." + "reason": "Missing import symbol and meta-device loading breakage are different failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different model families and failure modes; no shared underlying bug is evident." + "reason": "Qwen3MoE FP8 config failure and meta-device loading regression are distinct issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel execution failure vs GGUF gpt-oss support." + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 model regression; one report shows zero probabilities and the other nonsensical AutoModel/pipeline outputs." + "reason": "Both are about bad output from the same SigLIP2 model family, and the titles point to a closely related model/processor regression." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer corruption; distinct bugs." + "reason": "Custom model initialization and non-persistent-buffer corruption are different regressions." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: Qwen video StopIteration vs tensor mask shape mismatch." + "reason": "The video-input StopIteration report and the mask-shape IndexError do not look like the same underlying code-path bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Completely unrelated: import error for GenerationMixin vs Qwen3MoE FP8 config failure." + "reason": "GenerationMixin import failure and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different areas: DeepSpeed zero3/Bert index error vs tokenizer mapping-related add-new-model-like failure." + "reason": "DeepSpeed/BertModel zero3 initialization and tokenizer-mapping-name handling are separate problems." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading complaints, but they involve different models and validation failures; not clearly one bug." + "reason": "Both involve config loading, but the packet does not show they are the same regression." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: zero-sized tensor index error in DeepSpeed/Bert vs tokenizer mapping issue." + "reason": "Zero3/BertModel index error and add-new-model-like tokenizer mapping failure are different issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: both describe Transformers 5.x filling non-persistent buffers with junk/corruption." + "reason": "These are the same non-persistent-buffer junk-fill regression, phrased as a direct duplicate." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different load/runtime issues: gpu+cpu offload dequantized model loading vs mmap OOM workaround." + "reason": "GPU+CPU offload loading failure and Strix Halo mmap/OOM avoidance are different loading/memory issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related model family, but one is an actual inference regression and the other is a documentation example with multiple errors." + "reason": "They only share the SigLIP2 family; one is about zero probabilities while the other is a docs-example/model-processor/quantization bundle of errors, so the evidence is too weak for duplicate status." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key regression." + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained key serialization are different Qwen3.5 regressions." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different subsystems and failures: LoRA model portability across versions vs packed-weight loading in BitNet/accelerate." + "reason": "LoRA compatibility on qwen3_moe and packed-weight unpacking during accelerate loading are distinct loading paths and bugs." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms; no shared concrete bug is apparent." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they reference different checkpoints and no concrete shared code-path is visible." + "reason": "Both are BERT-loading complaints, but the packet does not show they stem from the same regression or model-loading path." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated: checkpoint resume max_steps calculation vs SGD optimizer args not being used." + "reason": "Checkpoint-resume max_steps calculation and SGD argument handling are unrelated trainer/optimizer issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet: the selected canonical issue pair 43644/44534 is a near-exact match by title, and the other accepted pairs are also close, model-specific regressions. The rejected soft matches are appropriately cautious. No obvious overstatement stands out." + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, issue:38175 vs issue:39692 only share the SigLIP2 family; the titles point to different failure modes (zero probabilities vs docs-example/model-processor/quantization problems), so calling them likely duplicates overstates the record. Likewise issue:44451 vs issue:44488 are both BERT-loading complaints, but the packet doesn\u2019t show they\u2019re the same regression. Because the analyst isn\u2019t consistently conservative on these edges, I can\u2019t accept the output." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1627,13 +1534,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 5, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36010", "issue:39404", @@ -1692,14 +1599,14 @@ "issue:41720|issue:42915", "issue:43257|issue:43854", "issue:43856|issue:44387", - "issue:45362|issue:45406", "issue:44488|issue:44991", + "issue:45362|issue:45406", "issue:43644|issue:43645", "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:44661|issue:44683", - "issue:42491|issue:43856", "issue:43404|issue:43454", + "issue:42491|issue:43856", "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:44164|issue:44291", @@ -1716,8 +1623,8 @@ "issue:45276|issue:45292", "issue:44743|issue:44960", "issue:43381|issue:44928", - "issue:44164|issue:44756", "issue:43957|issue:44756", + "issue:44164|issue:44756", "issue:43646|issue:43708", "issue:45292|issue:45335", "issue:44479|issue:44877", @@ -1727,280 +1634,280 @@ "issue:43425|issue:43828", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "47779ebff540ba6d1e1f256aac7ec5ad0a77b490ab34754de0b2510a07215950", + "prepared_review_unit_hash": "d23050f29ab58e6d69837298c099b7b83bd76c0e853a7655a2012de1b31f0d97", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39812, - "estimated_input_tokens": 9953, - "estimated_eval_tokens": 20162 + "serialized_chars": 39804, + "estimated_input_tokens": 9951, + "estimated_eval_tokens": 20158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated regressions despite some shared keywords (especially model loading, quantization, and resize_token_embeddings). I would not merge any soft pair; the closest themes still differ by model family, affected component, or failure mode.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45292 is the broadest and clearest representative of the resize_token_embeddings regression family, and it is open, so it works best as the umbrella issue for that cluster.", + "summary": "This cluster is mostly a collection of distinct Transformers regressions across different model families and subsystems, not one duplicate set. A few subgroups are thematically close (e.g. custom model initialization, resize_token_embeddings, Qwen3/MoE loading), but the soft pairs still look like separate concrete bugs rather than the same underlying change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the initialization/regression subgroup and is more general than nearby variants like 43645, 44164, and 44291, but the overall cluster is too heterogeneous to treat as a single duplicate chain.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall representative because it is general, concise, and directly describes a user-visible regression without overfitting to one model variant.", + "best_issue_reason": "43646 is the best single issue to represent the cluster if one must be chosen: it has the broadest scope and best matches the recurring Transformers 5.x model-initialization/load regression theme. It is still only a partial fit because many other items are separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and failures: GLM loading in unit tests vs Qwen3-VL weight-shape mismatch." + "reason": "Both are model-loading failures, but for different models and different symptoms (unit-test load issue vs shape mismatch)." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency; the other is quantization/offloading behavior." + "reason": "Same quantization/memory neighborhood, but one is Qwen3 MoE training memory inefficiency while the other is offloading behavior with quantization." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different problem classes: hf4.x/hf5.x LoRA compatibility vs Gemma4 token embedding resizing." + "reason": "Both mention Qwen3/MoE-style model behavior, but one is a LoRA compatibility break and the other is a token embedding resize bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a doc/example bug and the other is bad inference output; not the same concrete issue." + "reason": "Both concern SigLIP2/Siglip2 usage, but one is a broken documentation example and the other is an inference-quality issue with AutoModel/pipeline." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different root causes and paths: auto device mapping CUDA assert vs FineGrainedFP8Config failure." + "reason": "Different failure modes: CUDA assert on auto device mapping versus FineGrainedFP8Config load failure." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GLM-4.7 model loading." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different path from loading GLM-4.7-Flash in tests." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM." + "reason": "Both involve memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory/OOM regression." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different models and subsystems: Qwen3.5 chat crash vs Gemma4 processor/tokenizer attribute error." + "reason": "Different models and different load paths; one is a BERT checkpoint load failure, the other is tokenizer loading for a specific RoBERTa model." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer-loading reports, but for different models with no evidence of the same underlying bug." + "reason": "Both are chat/processor related, but one is a Qwen3.5 crash and the other is a Gemma4Processor missing `_tokenizer` in transformers serve." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: non-persistent buffer initialization vs Jupyter custom-model initialization." + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom model initialization in Jupyter." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Both touch memory behavior, but one is FP8 config load failure and the other is a platform-specific mmap/OOM issue." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA checkpoint compatibility and Qwen3-VL shape mismatch are different issues." + "reason": "Different regressions: LoRA model portability across versions versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping helper bug vs torch >= 2.9 flex_attention compilation failure; unrelated." + "reason": "Different subsystems: tokenizer mapping registration versus compiled flex_attention on newer torch." }, { - "left": "issue:42491", - "right": "issue:43856", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "LoRA version compatibility is not the same as Qwen3 MoE training memory usage." + "reason": "Both are weight-tying bugs, but for different model classes (Mistral3 vs AyaVision) and different reported effects." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42491", + "right": "issue:43856", "accept": false, - "reason": "Similar symptom family, but different model classes and likely separate weight-tying fixes." + "reason": "LoRA version-compatibility and Qwen3 MoE training memory are unrelated bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings regressions, but they hit different internal targets and model families." + "reason": "These are very close, but still model-specific reports of the same resize_token_embeddings family rather than a clearly identical bug with the same code path." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different initialization/serialization paths: extra_state handling vs unexpected _is_hf_initialized arg." + "reason": "Both are save/load related, but one is extra_state handling and the other is init_empty_weights getting an unexpected argument." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch and tokenizer load failure are different issues." + "reason": "Different model-loading failures with different root causes and checkpoints." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but they describe different symptoms and likely different causes." + "reason": "Quantization/offloading expectations differ from the specific int4 reserved-memory/OOM regression." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/inference issues are unrelated to GLM5." + "reason": "SigLIP2 documentation errors are unrelated to the GLM5 issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization reserved-memory regression is not the same as disabling mmap on Strix Halo." + "reason": "Different memory bugs: int4 quantization OOM versus disabling mmap on Strix Halo." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are different version/device problems." + "reason": "Torch 2.10 incompatibility is a version-compatibility issue; the other is meta-device loading breaking some models." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected _is_hf_initialized handling is unrelated to MXFP4 fallback behavior." + "reason": "Both are model-loading/quantization adjacent, but one is Qwen-3-8B-NVFP4 runtime failure and the other is MXFP4 falling back to bf16." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing effectiveness in PEFT LoRA is not the same as forbidding checkpointing in eval mode." + "reason": "Gradient checkpointing with PEFT LoRA and gradient checkpointing in eval mode are related only at a very high level, not the same bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model loading for GLM-4.7 is unrelated to Qwen3.5 save_pretrained regression." + "reason": "Both are Qwen-ish loading regressions, but one is GLM-4.7-Flash load issues while the other is a Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected `_is_hf_initialized` during meta init is a model construction bug, not a platform-specific mmap OOM issue." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "Same resize_token_embeddings theme, but the Gemma4-specific multi-target bug is not clearly the same as the generic output_embeddings report." + "reason": "Very close topic, but 45276 is a model-specific report while 45292 is the broader generic resize_token_embeddings/output_embeddings issue." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to GLM5." + "reason": "Qwen3.5 recurrent-state reset in modular code is unrelated to the GLM5 loading thread." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are different bugs." + "reason": "Eval-mode checkpointing restriction is unrelated to the RLHF NaN/position_ids SDPA fallback bug." }, { - "left": "issue:44164", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load failure is unrelated to disabling mmap for OOM." + "reason": "Meta-device loading breakage is a different mechanism from disabling mmap to avoid OOM." }, { - "left": "issue:43957", + "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different issues." + "reason": "Extra_state save/load handling is unrelated to mmap-based memory pressure." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression is unrelated to Trainer max_steps calculation." + "reason": "Custom model initialization in Transformers 5.0 is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:45292", "right": "issue:45335", "accept": false, - "reason": "Both mention resize_token_embeddings, but one is generic output_embeddings while the other is decoder.embed_tokens in a different model family." + "reason": "These are same topic but still separate model-specific reports; insufficient evidence they are the exact same underlying defect." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to granite_speech strict-config loading." + "reason": "Video-input regression in several Qwen variants is unrelated to strict config blocking granite_speech." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load a different model are not the same bug." + "reason": "Different checkpoint/model load failures for different model names." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init and extra_state save/load failure are different surfaces." + "reason": "Jupyter custom model init regression is not the same bug as save/from_pretrained extra_state handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and NemotronH checkpoint loading are unrelated model-loading problems." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is unrelated to the autocast dtype-mismatch bug." + "reason": "Torch 2.10 incompatibility is a general version issue; the other is a dtype mismatch under autocast for Phi-tiny-MoE." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different failure modes." + "reason": "Autocast dtype mismatch and meta-device loading breakage are different code paths and symptoms." } ] }, @@ -2016,13 +1923,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 6, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:32090", "issue:34567", @@ -2088,8 +1995,8 @@ "issue:43994|issue:44079", "issue:44671|issue:44991", "issue:43856|issue:44756", - "issue:40990|issue:42947", "issue:39404|issue:44671", + "issue:40990|issue:42947", "issue:44589|issue:45084", "issue:43596|issue:44683", "issue:43425|issue:44918", @@ -2097,8 +2004,8 @@ "issue:32090|issue:39404", "issue:43582|issue:43632", "issue:44991|issue:45081", - "issue:43957|issue:44164", "issue:40990|issue:43421", + "issue:43957|issue:44164", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:43883|issue:44488", @@ -2110,58 +2017,58 @@ "issue:34567|issue:40444", "issue:43716|issue:45084" ], - "prepared_review_unit_hash": "d18019cd54333c33fa414dde0b2b58d2c5ce2d8d1728608712312776a3bef5bc", + "prepared_review_unit_hash": "35bb086639708de5695cf19f327277da14d9fd83b77df03dabeab28ee77736e6", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38182, - "estimated_input_tokens": 9546, - "estimated_eval_tokens": 19348 + "serialized_chars": 38176, + "estimated_input_tokens": 9544, + "estimated_eval_tokens": 19344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regressions; many are version-5 loading/tokenizer/model-init problems, but none of the soft pairs look like the same underlying bug.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43611 is the broadest, clearest representative of the recurring v5 model-loading regression theme in this cluster; it has a concrete failure mode and a general scope.", + "summary": "This cluster is a loose grab-bag of mostly unrelated issues, with many v5 regression reports but different code paths (model loading, tokenizers, audio, vision, MoE, docs, and training utilities). I do not see any soft-edge pair that is clearly the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 regression report here, centered on model loading breaks and base_model_prefix behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most useful anchor for the cluster because it captures the central v5 loading breakage pattern better than the more model-specific reports.", + "best_issue_reason": "issue:43611 is the best single representative issue because it captures the main release-regression theme while staying concrete.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different problems: missing Float8 storage vs mmap-related OOM on Strix Halo." + "reason": "Different failures: float8 storage lookup vs Apple Silicon mmap/OOM behavior." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different subsystems and symptoms; one is an isolated reproduction of an older issue, the other is a PagedAttentionCache linear_attention crash." + "reason": "Unrelated code paths: isolated repro of an older issue vs PagedAttentionCache linear_attention crash." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but for different Qwen/Nemotron models and different failure modes." + "reason": "Both are loading issues, but for different models and different failure modes (shape mismatch vs checkpoint load support)." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both relate to v5 model loading, but one is about base_model_prefix handling and the other about custom-model initialization in Jupyter; too broad to be the same bug." + "reason": "Same release family, but different concrete bugs: base_model_prefix loading vs custom model init in Jupyter." }, { "left": "issue:39404", @@ -2173,91 +2080,91 @@ "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to a tokenizer compiler error about non-template nodes." + "reason": "Different subsystems: Qwen3.5 cache group-type error vs template compilation error." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and image-preprocessor dtype mismatch are distinct issues." + "reason": "Torch version incompatibility is not the same as a Mistral image-preprocessor dtype mismatch." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Perceiver image classification failing at non-default resolution." + "reason": "torch.export/torch_compilable_check bug is unrelated to Perceiver interpolation at non-default resolution." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a generic MoE model-loading regression and the other is a specific weight-shape mismatch on a checkpoint." + "reason": "Different Qwen3-VL-related failures with different root causes; not the same loading bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to docs for removed pipeline tasks in v5." + "reason": "Both are docs-related, but they document different pipeline behaviors and different removals." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as a generic mask shape mismatch error." + "reason": "Video-input regression for Qwen VL models is unrelated to a mask shape mismatch error." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment with None are different bugs." + "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT predictions and tokenizer loading failure for est-roberta are unrelated." + "reason": "CamemBERT MLM prediction issues and tokenizer loading failure are separate problems." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is inefficient training memory use and the other is mmap-triggered OOM on a specific platform." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap/OOM are unrelated performance/pathology reports." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "High perplexity is not the same underlying issue as ineffective gradient checkpointing with LoRA." + "reason": "Whisper pipeline regression and CamemBERT predictions are clearly different models and code paths." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." + "reason": "Perplexity anomaly and LoRA gradient-checkpointing behavior do not describe the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a template-node compilation error." + "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3 init index error and compiled flex_attention failure on newer torch are distinct code paths." + "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention failure are separate issues." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility issue is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT trainer." + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + "reason": "Tokenizer method-name conflict is not the same as gguf_file breaking auto loading." }, { "left": "issue:32090", @@ -2269,85 +2176,73 @@ "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different failures." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag break are different failures." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for est-roberta and the Mistral regex patch backend_tokenizer crash are unrelated." + "reason": "Tokenizer loading for est-roberta and Mistral regex patch crashes are different tokenizer bugs." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device model loading problems and save/from_pretrained extra_state handling are different issues." + "reason": "Meta-device loading regressions and extra_state save/load handling are distinct serialization paths." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Perplexity regression and runtime special-token/post-processor update behavior are not the same bug." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "extra_state save/load handling is unrelated to a video-input regression in Qwen VL models." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Loading cjvt/sleng-bert and a Mistral regex patch crash are unrelated." + "reason": "Loading cjvt/sleng-bert and patch_mistral_regex backend_tokenizer crash are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and sleng-bert tokenizer/model loading failure are different regressions." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to sleng-bert tokenizer loading." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch incompatibility and GPT-OSS MoE tensor-parallel failure are not the same underlying problem." + "reason": "Torch version compatibility and GPT-OSS tensor-parallel loading are different concerns." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers getting junk values." + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer initialization." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "These are related to audio feature extraction, but the reported failures and entry points are not clearly the same concrete bug." + "reason": "Both touch audio features, but the reported failures are not clearly the same concrete bug." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "LoRA gradient-checkpointing inefficiency and Strix Halo mmap OOM are unrelated." + "reason": "LoRA checkpointing inefficiency and Strix Halo mmap/OOM are unrelated resource issues." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "sleng-bert loading failure and physical-intelligence/fast loading failure are different model-specific issues." + "reason": "Different model/tokenizer loading failures with no shared code path." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and iterable dataset multi-image finetuning are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Mistral-3 image dtype mismatch and template compilation failure are unrelated." } ] }, @@ -2363,13 +2258,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 7, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36032", "issue:39404", @@ -2425,14 +2320,14 @@ "issue:43883|issue:44991", "issue:43643|issue:44530", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:36032|issue:42915", + "issue:43317|issue:43482", "issue:43262|issue:43377", "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:39404|issue:43825", - "issue:44849|issue:45325", "issue:42915|issue:44530", + "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:36032|issue:43645", "issue:43646|issue:44534", @@ -2440,8 +2335,8 @@ "issue:45084|issue:45507", "issue:43994|issue:44610", "issue:43377|issue:43819", - "issue:43645|issue:44534", "issue:43322|issue:43540", + "issue:43645|issue:44534", "issue:45216|issue:45357", "issue:44403|issue:45081", "issue:44451|issue:45081", @@ -2452,24 +2347,24 @@ "issue:43404|issue:45127", "issue:42915|issue:45084", "issue:44479|issue:45325", - "issue:43296|issue:43531", "issue:44987|issue:45081", + "issue:43296|issue:43531", "issue:40990|issue:44811" ], - "prepared_review_unit_hash": "d0dba5f8ee9b8208728ae6b01e59cecab51e64ddad2dadd0e30dd817c4f77fb0", + "prepared_review_unit_hash": "42e41e70fd77d3595fed7209c258f9eb0cdd11a305e5a5477412c4eb16f1a532", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37883, + "serialized_chars": 37882, "estimated_input_tokens": 9471, "estimated_eval_tokens": 19198 }, @@ -2478,225 +2373,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster of Transformers v5 and model-specific regressions. Only two soft edges look like same-bug pairs: 43644/44534 is the strongest near-duplicate match, and 45216/45357 is a plausible follow-up in the same Qwen3.5 save_pretrained regression rather than a wholly separate issue.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43644 is the best cluster anchor for the v5 non-persistent-buffer regression: it is the clearest, most general report, and 44534 is a near-identical restatement rather than a different bug.", + "summary": "The set is mostly heterogeneous, but there are two clear duplicate-style pairs: the Transformer v5 non-persistent-buffer regression and the Qwen3.5 save_pretrained regression. Most other soft matches are only broad subsystem or model-family similarities, not the same bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical representative of the exact duplicate pair about v5 filling non-persistent buffers with junk; it is the more specific original wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative because it captures the shared buffer-initialization regression at the broadest scope; the rest of the cluster is mostly separate model-specific failures.", + "best_issue_reason": "43644 is the best issue to anchor on because it states the bug most directly and matches its near-duplicate almost verbatim.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Same broad v5 area, but this is a different failure mode: buffer junk vs custom model initialization breakage." + "right": "issue:44534", + "accept": true, + "reason": "Same concrete regression; the titles describe the same v5 non-persistent-buffer junk initialization bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model/path: Molmo tied-weights attribute error vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both are loading failures, but they involve different models and different failure modes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to the Qwen3.5 linear_attention/PagedAttentionCache crash." + "reason": "Different bugs: missing fields from AutoConfig vs an invalid group type crash in PagedAttentionCache." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both touch GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific Qwen2.5-GGUF failure." + "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Dequantized model offload failure and GGUF loading failure are different code paths and different bugs." + "reason": "Unrelated issues: T5 tokenizer special-token attribute conflict vs Qwen3-MoE FP8 config failure." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Different code paths and symptoms; device_map/offload loading is not the same as GGUF loading under v5." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs MIMI batching/padding-mask mismatch are different components." + "reason": "Audio chat-template sampling-rate default bug vs MIMI encoder batching/padding-mask mismatch." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they involve different models and likely different regressions." + "reason": "Both are model-loading regressions, but they are different models and likely different causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the template compilation TypeError." + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the non-template-node compilation TypeError." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper return_language regression and a pipeline error-message issue are not the same bug." + "reason": "Whisper pipeline return_language regression is distinct from a pipeline error-message wording issue." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope-index scaling bug are distinct model-path issues." + "reason": "Different failures in Qwen models: FP8 config loading vs PagedAttentionCache group-type crash." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family issues, but they hit different concrete failures: FP8 loading vs linear_attention/PagedAttentionCache." + "reason": "Different Qwen3.5 bugs: hidden-states output regression vs Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch tied weights, but one is an untied lm_head implementation bug and the other is device-dependent serialization." + "reason": "Related to tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and custom model initialization in Jupyter are unrelated." + "reason": "T5 tokenizer special-token conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Related to v5 initialization broadly, but not the same concrete bug: custom model init breakage vs buffer junk serialization." + "reason": "Different bugs: custom model initialization failure vs non-persistent buffers being filled with junk." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Same version range is not enough; these appear to be different model-loading failures." + "reason": "Both are v5 loading regressions, but they target different repositories/models and don't look like the same defect." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical outputs with AutoModel/pipeline vs processor image-size mismatch are distinct bugs." + "reason": "Different symptom domains: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching bug vs DAC.from_latents/STE mismatch are different encoder issues." + "reason": "MIMI encoder padding-mask batching bug is unrelated to DAC.from_latents missing STE mismatch." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Notebook custom-model init issue is not the same as the non-persistent-buffer junk regression." + "reason": "Different multimodal loading/runtime failures: Llava Next segfault vs Qwen3OmniMoe video ValueError." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." + "reason": "Custom model initialization in Jupyter is not the same bug as non-persistent buffer junk initialization." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Likely the same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/near-duplicate about the remaining incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up about incorrect visual encoder keys." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise when loading a transformer is unrelated to the Mistral regex patch crash." + "reason": "General loading noise is not the same as the Mistral regex patch crash." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading bug vs tokenizer regex patch failure." + "reason": "Different loading failures for different models and different tokenizer code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compatibility issue vs processor output-size mismatch; not the same path." + "reason": "torch.export export failure with torch_compilable_check is unrelated to processor image-size mismatch." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." + "reason": "Transformer v5 initialization flag breakage is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError are separate issues." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to an AppleSilicon TypeError in caching_allocator_warmup." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction bug and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "Different low-level problems: fbank feature extraction vs compiled flex_attention on newer torch." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings, but the first is an initialization/tie bug and the second is LoRA merge collapse with extended vocabulary." + "reason": "Both involve tied weights, but one is missing tying in model definition and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 loading and template compilation errors are unrelated." + "reason": "Different bugs in different subsystems; FP8 model loading is not the same as template-node compilation failure." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression in Qwen VL models vs still-image rope-index scaling bug are different code paths." + "reason": "Both are Qwen vision/video regressions, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are distinct." + "reason": "Unrelated: model loading failure for physical-intelligence/fast vs a Mistral tokenizer regex patch crash." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Model load failure and Mistral regex patch crash are not the same bug." + "reason": "PaddleOCR-VL load failure is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 an \"exact duplicate\" is too strong from the packet alone; the support only shows a near-identical restatement (issue:44534). The accepted soft edge issue:45216 \u2194 issue:45357 also looks plausible, but it should be framed more cautiously as a likely follow-up/near-duplicate rather than a confirmed same bug. Please soften those duplicate/anchor claims." + "accept": true, + "feedback": "Grounded overall. The duplicate anchor around 43644/44534 is well supported by the titles, and the other soft-edge rejections stay conservative. The Qwen3.5 save_pretrained pair is plausible as a duplicate-style cluster; nothing in the packet clearly contradicts that." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2706,13 +2601,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 8, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:33666", "issue:35707", @@ -2767,8 +2662,8 @@ "issue:42175|issue:45542", "issue:43611|issue:44534", "issue:44062|issue:44987", - "issue:43317|issue:43856", "issue:42915|issue:44291", + "issue:43317|issue:43856", "issue:40444|issue:45325", "issue:36032|issue:43742", "issue:43632|issue:44534", @@ -2777,9 +2672,9 @@ "issue:43818|issue:45357", "issue:42915|issue:44589", "issue:36032|issue:41720", + "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:44683|issue:45020", - "issue:43482|issue:45538", "issue:33666|issue:40444", "issue:43425|issue:44403", "issue:44079|issue:44534", @@ -2788,10 +2683,10 @@ "issue:43377|issue:45491", "issue:43792|issue:44589", "issue:43482|issue:43525", - "issue:43749|issue:44079", "issue:44291|issue:44589", - "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:44079|issue:45072", + "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43632|issue:45072", "issue:40444|issue:45381", @@ -2801,20 +2696,20 @@ "issue:41720|issue:45081", "issue:43881|issue:44488" ], - "prepared_review_unit_hash": "5ed2092135dce3616cf8be27bacc2c200f117f0f1c3975b940e0abe776acd073", + "prepared_review_unit_hash": "8f096225c2d87e5152847e03e92bee69df37f595bfe641c76ba687a059523ab3", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38434, + "serialized_chars": 38433, "estimated_input_tokens": 9609, "estimated_eval_tokens": 19474 }, @@ -2823,228 +2718,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers regressions across model loading, tokenization, and training. No pull requests are present. The best representative issue is the broad open umbrella report about recent versions breaking remote-code models.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45020 is the broadest and most central open report, covering recent-version regressions breaking model loading for remote-code models.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 / model-loading regressions across different models and subsystems. I don\u2019t see any strong duplicate pairs; the only clear commonality is broad version-compatibility breakage.", + "confidence": 0.31, + "canonical_issue_reason": "#45020 is the best umbrella issue: it is broad, open, and captures the recurring theme of recent Transformers versions breaking model loading / remote-code flows.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster because it is umbrella-shaped, open, and captures the widest regression surface among the listed issues.", + "best_issue_reason": "#45020 is the most representative because it\u2019s the broadest report in the set and matches the shared regression theme better than the model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both are packaging/backend problems, but one is about TensorFlow missing from the torch extra while the other is about tensorboard-only installs causing a tf backend error; not the same bug." + "reason": "Both mention backend/runtime install issues, but one is about missing TensorFlow in the backend and the other about tensorboard being installed without TF; different packaging bugs." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different regressions: base_model_prefix loading failure versus non-persistent buffers being populated with junk." + "reason": "Both are Transformers v5 regressions, but the concrete problems differ: model loading with base_model_prefix vs corrupted non-persistent buffers." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict and a model load failure for physical-intelligence/fast are unrelated code paths." + "reason": "Both concern tokenizer/model loading failures, but the titles point to different failure modes and no shared concrete code path is evident." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "One is device_map/offload loading failure; the other is Qwen3 MoE training memory inefficiency." + "reason": "Both are load/init-related regressions, but one is FP8 config handling and the other is an unexpected _is_hf_initialized arg during init_empty_weights." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both involve v5-era loading issues, but one is FP8 config failure in Qwen3Moe and the other is init_empty_weights with an unexpected internal argument." + "reason": "Different subsystems entirely: dequantized device_map loading vs Qwen3 MoE training memory usage." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset failure and the other is still-image temporal position scaling." + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning with IterableDataset and the other is rope/position-id scaling for still images." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token name conflict is unrelated to MobileLLM-125M key errors during loading." + "reason": "Unrelated model-loading problems: a T5 tokenizer special-token conflict vs a key error loading MobileLLM-125M." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Separate v5 regressions: _is_hf_initialized handling versus junk-filled non-persistent buffers." + "reason": "Both are v5 regressions, but the underlying bugs are different: _is_hf_initialized handling vs non-persistent buffer initialization." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different issues in different models: Qwen3-MoE sliding_window behavior versus granite_speech config strictness." + "reason": "Different models and different failures: Qwen3-MoE sliding_window behavior vs strict config loading for granite_speech." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not inserting BOS/EOS for a specific tokenizer." + "reason": "Both involve tokenizer special-token behavior, but one is runtime post-processor updates and the other is BOS/EOS not being added for a specific tokenizer." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture/weight-sharing issue is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." + "reason": "Completely different model families and bugs: Video-LLaVA tower weights/temporal attention vs Qwen3.5 save_pretrained key names." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention FP8-ish failures, but the concrete bugs differ: Qwen3Moe FP8 config versus missing Float8 storage type." + "reason": "FP8-related loading problems, but one is FineGrainedFP8Config and the other is a missing Float8 storage object error." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Different failures: tokenizer special-token conflict vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "No concrete overlap: Qwen2.5-GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are classification degeneration reports, but one is tied to flash_attention_3 and the other to num_labels=1/problem_type handling." + "reason": "Both are classification-training regressions, but one is flash_attention_3 degenerate training and the other is num_labels=1 zero-loss behavior." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code loading regressions." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are different tokenizer/model-loading behaviors." + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions in recent Transformers." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training topics, but one is generic multi-GPU training and the other is an IterableDataset multi-image failure." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is finetuning with multiple images per prompt." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." + "reason": "Unrelated: Torch 2.10 compatibility vs a noisy model-loading message." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal behaviors." + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "No shared underlying bug; one is loading noise, the other is tokenizer loading failure for a specific model." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." + "reason": "Different areas entirely: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable-dataset finetuning." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding related, but they describe different models and different failures: output mismatch versus NaNs from sliding-window all-padding cases." + "reason": "Both involve batching/padding, but the concrete bugs differ: MIMI padding mask support vs Gemma3 NaNs from sliding-window all-padding cases." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "openai/whisper-large-v2 runtime failure is unrelated to the Float8 storage type error." + "reason": "Different model/runtime failures: Whisper loading vs Float8 storage resolution." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading under v5 and missing pad_token_id on Llama4Config are different loading regressions." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment involve different subsystems." + "reason": "Both are model-loading regressions, but one is GGUF v5 loading and the other is a missing pad_token_id on Llama4Config." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights unexpected argument and Float8 storage lookup are distinct internal errors." + "reason": "Different failures: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." }, { - "left": "issue:43644", + "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment behavior." + "reason": "No overlap: FSDP CPU RAM efficient loading vs ModelOutput key assignment." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different bugs: ModelOutput key handling vs bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk vs ModelOutput key reassignment are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is a different path from bfloat16 inference dtype mismatches." + "reason": "Different subsystems: torch.export with torch_compilable_check vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag handling and dtype mismatches are unrelated regressions." + "reason": "No shared concrete code path: _is_hf_initialized flag breakage vs dtype mismatches." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "One is a multi-image prompt/IterableDataset issue; the other is wrong video vision_position_ids." + "reason": "Both are Qwen2.5-VL vision issues, but one is multi-image finetuning and the other is wrong video vision_position_ids." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one targets still images and the other video input; not clearly the same concrete bug." + "reason": "Related area, but not the same bug: still-image temporal position_id scaling vs video input vision_position_ids." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization." + "reason": "Both are v5 loading regressions, but the specific failures are different: base_model_prefix loading vs custom model initialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Different model-specific regressions: Qwen3-MoE sliding_window vs init_empty_weights unexpected argument." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Mistral tokenizer regex patch crash are different code paths." + "reason": "No overlap: Qwen3 auto device mapping crash vs Mistral tokenizer patch crashing on missing backend_tokenizer." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and cjvt/sleng-bert not loading are unrelated model-specific loading problems." + "reason": "Different model-loading failures for different models; no evidence they share the same root cause." } ] }, @@ -3060,13 +2955,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 9, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:34634", "issue:35707", @@ -3099,7 +2994,6 @@ "issue:43883", "issue:43957", "issue:43994", - "issue:44164", "issue:44186", "issue:44265", "issue:44291", @@ -3115,7 +3009,8 @@ "issue:44991", "issue:45072", "issue:45325", - "issue:45357" + "issue:45357", + "issue:45563" ], "soft_pairs": [ "issue:43454|issue:44466", @@ -3128,16 +3023,16 @@ "issue:43701|issue:45325", "issue:43262|issue:43746", "issue:43792|issue:43957", + "issue:43632|issue:45563", "issue:43317|issue:43873", + "issue:43881|issue:44991", "issue:43606|issue:44265", "issue:34634|issue:35707", - "issue:43881|issue:44991", "issue:44186|issue:44265", - "issue:43606|issue:43819", "issue:44291|issue:44877", - "issue:35707|issue:41720", + "issue:43606|issue:43819", "issue:43377|issue:44898", - "issue:43632|issue:44164", + "issue:35707|issue:41720", "issue:44610|issue:45325", "issue:43454|issue:43550", "issue:43454|issue:45072", @@ -3147,244 +3042,244 @@ "issue:44466|issue:45357", "issue:43296|issue:44991", "issue:43454|issue:43720", - "issue:43296|issue:44877", "issue:41720|issue:43322", + "issue:43296|issue:44877", "issue:41720|issue:44977", "issue:43792|issue:44683", "issue:43404|issue:45357" ], - "prepared_review_unit_hash": "a545c93beb020a6950744171458c509447e37b428db673f54d00c51e0fb5de89", + "prepared_review_unit_hash": "342fec754bd49961bed5fab1145ed8d84801baaa5d8fba868601ef72bc5771c4", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37854, - "estimated_input_tokens": 9464, - "estimated_eval_tokens": 19184 + "serialized_chars": 37863, + "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 a loose similarity set covering many unrelated Transformers bugs and regressions; none of the soft-edge pairs look like true duplicates, though a few are broadly adjacent (e.g. tied-weights or model-loading regressions).", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43454 is the clearest, most concrete representative in the set: it has a specific model, a specific failure mode (lm_head weight tying), and enough context to anchor the tied-weights subgroup better than the broader, noisier reports.", + "summary": "The items are mostly a heterogeneous mix of model-specific regression reports. A few pairs share broad surface area (offloading, tied weights, loading), but none look like the same concrete bug closely enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43873 is the broadest and least model-specific report in the set; it names the core offloading/quantization symptom directly and has active references, making it the best available hub for this mostly mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43454 is the best single issue to represent this cluster because it is precise, actionable, and has a well-scoped bug description; the rest are mostly distinct model/config regressions rather than one shared defect.", + "best_issue_reason": "Issue 43873 is the most representative single issue for triage because it is broad, open, and framed around the underlying runtime problem rather than a narrow model-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related theme (tied weights / lm_head serialization), but these describe different failures and different affected surfaces; not the same concrete bug." + "reason": "Both involve lm_head/tied-weights concerns, but one is a model-specific tie failure and the other is a serialization inconsistency; not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both involve image models and resolution/outputs, but one is a nonsensical-results report and the other is a specific non-default resolution failure; not the same issue." + "reason": "Both are vision-model correctness issues, but they affect different models and different failure modes." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "One is a packaging/backend inclusion problem, the other is an audio processor sampling-rate default bug; unrelated." + "reason": "Unrelated packaging/backend installation issue versus an audio processor sampling-rate bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different models and different symptoms: int4 quantization memory regression vs video OOM." + "reason": "Both mention memory/runtime trouble, but they are different models and different root causes." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Both mention dtype/compiled attention behavior, but the failing path and trigger are different (autocast mismatch vs torch>=2.9 compiled flex_attention)." + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different code-path regressions." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Both are Qwen-family loading/runtime problems, but one is FineGrainedFP8Config and the other is GGUF loading under v5; not the same bug." + "reason": "Different models and different failures: FineGrainedFP8Config support versus GGUF/tokenizer loading on v5." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Molmo missing tied-weights metadata." + "reason": "Image processor label reduction bug is unrelated to the Molmo tied-weights attribute error." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Both mention a mismatch in generated/loading behavior, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope position scaling; unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Both touch model-loading/config-related behavior, but one is an audio chat-template sampling-rate default and the other is PEFT local checkpoint loading for GraniteSpeech." + "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different models and root causes: Whisper loading failure vs meta-device loading regressions across some models." + "reason": "Different model-loading failures with no shared code-path indicated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to the stale warning for num_return_sequences." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is device_map=auto dequantized-model loading and the other is quantization offloading behavior in general; not a single code-path bug." + "reason": "Both involve offloading/quantization broadly, but one is dequantized model loading on cpu/gpu offload and the other is a general offloading regression; not clearly the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading layers: model load failure versus tokenizer loading regression." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "One is a CPU-offload device mismatch for bark-small, the other is a generic torch.export failure with torch_compilable_check; different problems." + "reason": "CPU-offload device mismatch and torch.export failure via torch_compilable_check are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Completely different bugs: BarkProcessor voice_preset vs generation with inputs_embeds/past_key_values." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different components and failures: GLM-4V loading vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding vs export failure for torch_compilable_check; no shared underlying bug." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "Both are audio/codec-related only at a very broad level, but the failures are distinct: CPU-offload device mismatch vs DAC from_latents mismatch." + "reason": "Tokenizer padding/NER crash is unrelated to export failures around torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are transformers v5 loading/config regressions, but one is init_empty_weights/_is_hf_initialized argument handling and the other is strict config for granite_speech." + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different loading issues." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Different models and bug classes: generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cuda assert." + "reason": "Device mismatch on CPU offload is unrelated to DAC latent decoding mismatch." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder padding-mask batching bug vs Perceiver non-default resolution failure; unrelated." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver resolution handling." }, { - "left": "issue:43632", - "right": "issue:44164", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both are v5 serialization/loading regressions, but one is _is_hf_initialized flag behavior and the other is extra_state handling; not the same issue." + "reason": "Progressive generation with cache inputs and Qwen3 device-map CUDA assertion are different bugs." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Both concern vision models, but one is processor image-size mismatch and the other is temporal position-id scaling in Qwen2.5-VL." + "reason": "Processor output size mismatch and Qwen2.5-VL temporal rope scaling are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "One is tied-weight serialization/text generation, the other is torch.compile + SDPA failure in Bamba; different code paths." + "reason": "Tied lm_head weights and torch.compile SDPA failure do not share a concrete code-path." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied lm_head weights vs dtype mismatch in bfloat16 inference are different defects." + "reason": "Tied-weight generation bug and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different multimodal batching/shape bugs: MIMI encoder padding mask vs OmDet-Turbo processor/model resolution mismatch." + "reason": "Missing padding-mask support in MIMI and OmDet-Turbo processor resolution mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Both are multimodal example/fine-tuning issues, but one is a doc example model/processor mismatch and quantization failure; the other is iterable-dataset multi-image finetuning failure." + "reason": "SigLIP2 doc/example errors and Qwen2.5-VL finetuning failures are different tasks and failures." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffer junk in v5; different mechanisms." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are different regressions." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve weight/state serialization in v5, but one is lm_head.weight inconsistency and the other is visual encoder keys in Qwen3.5 save_pretrained; not the same bug." + "reason": "Both touch v5 save/serialization, but one is lm_head tied-weight serialization and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Different targets and symptoms: PaddleOCR-VL load failure in vLLM vs tokenizer loading for est-roberta." + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Unrelated: tied lm_head weights vs BitNet packed-weight unpacking during accelerate loading." + "reason": "lm_head tie-weight issue is unrelated to packed-weight unpacking during accelerate loading." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "PaddleOCR-VL load failure vs strict config preventing granite_speech config load; different models and causes." + "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different failures." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "Different issues: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault." + "reason": "PaddleOCR-VL load failure and strict granite_speech config loading are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family runtime bugs, but one is device mapping/cuda assert and the other is flash-attention generation correctness; not the same concrete bug." + "reason": "CUDA assert on auto device mapping and flash-attention generation issues in Qwen3.5 are different bugs." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper loading failure and compiled flex_attention failure are unrelated." + "reason": "Whisper runtime failure and compiled flex_attention regression are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both mention model state/weights, but one is missing lm_head tying in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys on save_pretrained." + "reason": "lm_head weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are unrelated." } ] }, @@ -3400,13 +3295,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 10, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:33357", "issue:34567", @@ -3428,7 +3323,6 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43708", "issue:43720", "issue:43746", @@ -3485,262 +3379,255 @@ "issue:43540|issue:43782", "issue:41720|issue:43873", "issue:42915|issue:43322", - "issue:45406|issue:45464", "issue:36010|issue:42617", + "issue:45406|issue:45464", "issue:36331|issue:41720", "issue:44514|issue:44545", "issue:33357|issue:35707", "issue:43606|issue:43720", - "issue:41720|issue:43746", - "issue:43550|issue:43653" + "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "3a222a946e2e3f76a5bf3c98b16724e41d5c3611dabca5c2249f5ac2bfd0ce04", + "prepared_review_unit_hash": "0f0ccaa5e8e19f2bc899c5dad6e345d49b18f7f08077dae38f51243b7e75ac64", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38118, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37216, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated issues across trainers, tokenizers, multimodal processing, quantization, and serving. Only issue 44514/44545 looks like a true duplicate pair; the rest should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44545 is the clearest canonical choice because it is an exact duplicate of 44514 with the cleaner title and a bit more discussion/inbound activity.", + "summary": "This packet is largely heterogeneous. I accept only one soft edge: the two Qwen2_5_VLProcessor.apply_chat_template reports describe the same underlying batched-input crash with padding=False, even though their titles differ slightly in formatting. The rest look like distinct bugs, and I keep those rejections conservative.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue for the accepted duplicate pair: it describes the same batched-input apply_chat_template crash as issue:44514, with a slightly cleaner normalized title and a bit more inbound discussion signal.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best representative issue in this set because it is the only clearly duplicated bug report and is phrased more cleanly than its twin.", + "best_issue_reason": "issue:44545 is the best issue to keep as the representative node for this duplicate pair; it is the cleaner semantically equivalent entry and slightly better connected by references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/runtime crashes, but they hit different code paths and different processors/models." + "reason": "Both are serve/runtime crashes, but they involve different models and different failure points." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/NER crash vs dtype mismatch in inference; unrelated bugs." + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated bugs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." + "reason": "TrainerState token counting and GPT-OSS perplexity are different symptoms and code paths." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs a GLM-4V loading failure." + "reason": "BEiT label reduction and glm-4v loading failure are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload behavior, but one is quantization offload and the other is mmap/OOM on Strix Halo." + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading bug vs Trainer checkpoint max_steps calculation; different subsystems." + "reason": "Model dtype loading and Trainer resume/max_steps calculation are separate issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3-MoE FP8 loading failure are not the same bug." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are distinct." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure vs accelerate loading of packed BitNet weights; distinct causes." + "reason": "torch.compile+SDPA failure and packed-weights loading failure are not the same code-path bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size-related, but they involve different models, processors, and failure modes." + "reason": "Both are image-size related, but they are different models with different preprocessing expectations." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer NER/padding crash vs processor output size mismatch; unrelated." + "reason": "Tokenizer crash on NER inputs is unrelated to OmDet-Turbo producing the wrong image size." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regressions are different issues." + "reason": "Strict config loading and tokenizer loading for a specific model are different issues." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression vs SFT unpacking error for Qwen3.5 embeddings; different paths." + "reason": "One is a video-input regression across Qwen VL models; the other is a TRL SFT unpacking failure for Qwen3.5 embeddings." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer signature change vs Qwen3-MoE FP8 loading failure." + "reason": "CustomTrainer compute_loss signature mismatch and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected trainer kwarg and 3d_parallel startup failure are unrelated." + "reason": "Trainer API mismatch and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are separate bugs." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state cache bug are different." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API issues, but for different models and different behavior." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload bug are unrelated config issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile SDPA failure and CPU offload device mismatch are different code paths." + "reason": "Different failure modes: SDPA/torch.compile vs CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 MoE loading and dequantized device_map offload failures are not the same bug." + "reason": "Qwen3Moe FP8 failure and dequantized-model offload loading are not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-map cuda assert and 3d_parallel.py failure are unrelated." + "reason": "CUDA assert on auto device mapping and 3d_parallel.py not running are different problems." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime issue vs Qwen VL video regression; different problems." + "reason": "Qwen-3-8B-NVFP4 runtime issue and a video-input regression across Qwen VL models are distinct." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different models and failures: device-map assert vs tensor-parallel not working." + "reason": "Both are Qwen/MoE-related, but one is an auto device-mapping CUDA assert and the other is tensor-parallel not working." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug vs StableLmConfig pad_token_idx regression." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics label dropping and SAM3 PCS text/box behavior are unrelated." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different data-processing bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and different crash modes." + "reason": "Both are tokenizer-related crashes, but they involve different tokenizers, tasks, and failure mechanisms." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input ValueError vs weight_only loading error; distinct Qwen3 multimodal issues." + "reason": "Video-input processing failure and weight_only=True from_pretrained error are not the same bug." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Device-map cuda assert and quantization offload behavior are different failures." + "reason": "CUDA assert on device mapping and quantization offloading behavior are different issues." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3-MoE FP8 issue and Llava Next segmentation fault are unrelated." + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading failures." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming API failure are different bugs." + "reason": "GenerationMixin import error and 3d_parallel.py startup failure are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel runtime issue are unrelated." + "reason": "Serve crash with Gemma4Processor and streaming chat/completions failure on Qwen3.5 are different model-specific issues." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer custom loss signature bug and Qwen3 auto device mapping assert are unrelated." + "reason": "Trainer compute_loss API mismatch and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug report with nearly identical title and description; clear duplicate pair." + "reason": "Same underlying Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; the titles differ only in formatting, not substance." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds are unrelated." + "reason": "MacOS bus error with CLIP and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate load; different root causes." + "reason": "CPU offload device mismatch and packed-weights unpacking during accelerate loading are different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-map assert and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba torch.compile failure and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate call on 44514/44545 is well supported by the nearly identical titles and the higher discussion/inbound activity on 44545. The other soft-edge rejections are phrased cautiously enough and do not overstate evidence from the packet." + "accept": false, + "feedback": "The duplicate call on issue:44514 \u2194 issue:44545 is well supported, and the other rejections are conservative. However, the writeup is a bit too strong in places: the two titles are not exactly identical, only semantically the same, and the claim that this is the 'only true duplicate pair' goes beyond what the packet itself establishes. Please soften those canonicalization/uniqueness assertions." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3750,25 +3637,26 @@ "component_index": 2, "component_count": 13, "review_unit_index": 11, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:30064", "issue:34567", "issue:34634", "issue:35707", "issue:39692", + "issue:40444", "issue:41720", "issue:42886", "issue:43381", "issue:43421", "issue:43531", - "issue:43540", + "issue:43550", "issue:43596", "issue:43606", "issue:43645", @@ -3779,7 +3667,6 @@ "issue:43873", "issue:43927", "issue:43994", - "issue:44008", "issue:44062", "issue:44077", "issue:44186", @@ -3809,250 +3696,257 @@ ], "soft_pairs": [ "issue:30064|issue:34634", + "issue:43550|issue:43653", "issue:44492|issue:44509", "issue:44368|issue:45357", - "issue:43606|issue:43653", "issue:44625|issue:45479", + "issue:43606|issue:43653", "issue:43421|issue:43927", "issue:44898|issue:45072", "issue:43782|issue:45381", "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43381|issue:43844", - "issue:44077|issue:44625", "issue:42886|issue:44843", + "issue:44077|issue:44625", "issue:43421|issue:43653", "issue:44451|issue:44991", "issue:44062|issue:44451", "issue:44918|issue:44936", - "issue:43994|issue:44671", - "issue:39692|issue:44610", "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43994|issue:44671", "issue:43531|issue:44589", "issue:43421|issue:44186", "issue:45081|issue:45356", + "issue:39692|issue:43873", "issue:43746|issue:45381", "issue:45183|issue:45479", - "issue:39692|issue:43873", "issue:43531|issue:43645", "issue:43596|issue:44220", "issue:43746|issue:43873", - "issue:43540|issue:44008" + "issue:40444|issue:43746" ], - "prepared_review_unit_hash": "5b2f9c6073d60d8a19a22a62c14fb6388c1c02ce29b29ac8d119b49b23e4a1f5", + "prepared_review_unit_hash": "44ffeea966a396c6b91d11c1da6b8a2e51031f0331b28421e29232d33a44315d", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 31, + "serialized_chars": 37268, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of unrelated Transformers issues; only one soft pair looks like the same tokenizer-regex regression family. Most others share a subsystem name at best, but not the same bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45356 is the strongest canonical candidate because it most clearly captures the shared tokenizer regex regression path (`fix_mistral_regex`) and is broader than the narrower crash report in 45081.", - "canonical_pr_reason": null, - "best_issue_reason": "45356 is the most representative and actionable issue here: it describes the regression, the affected tokenizer path, and the warning/codec symptoms in one place.", - "best_pr_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated issues across tokenizers, vision processors, training, and model loading. Only a small tokenizer-regex/offline subset looks like genuine duplication.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the overlap is too weak and mostly limited to a small tokenizer-regex/offline subset.", + "canonical_pr_reason": "No canonical PR candidate is present in the data.", + "best_issue_reason": "If forced to pick one representative, issue 45081 is the closest anchor for the tokenizer-regex/fix_mistral_regex subset, but it is not representative of the cluster as a whole.", + "best_pr_reason": "No PR candidate is present.", "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different products and failure modes: image segmentation map processing vs BarkProcessor voice preset handling." + "reason": "Different bugs in different processors: void segmentation maps vs Bark voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA model bug vs tokenizer special-token registration." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to stale v5 pipeline-task documentation." + "reason": "Both are docs/wording issues, but they concern different doc sets and different changes." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tie-word-embeddings warning and the other is incorrect visual encoder keys on save; different bugs." + "reason": "Different Qwen3.5 config issues: tie_word_embeddings warning vs visual encoder key saving." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer special-token decode behavior." + "reason": "Both involve classification configs, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem_type bug." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Both mention num_labels, but one is config propagation in Qwen3.5 while the other is a cross-model zero-loss classification bug." + "reason": "Device mismatch with CPU offload is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor syncing of special tokens is not the same as losing custom token IDs after save/load." + "reason": "Both touch special tokens, but one is runtime post-processor refresh and the other is save/load token ID loss." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatch in unrelated models are distinct issues." + "reason": "Different inference bugs: image resolution handling vs bfloat16 dtype mismatches." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: one is a weight_only load failure, the other is incorrect video vision_position_ids." + "reason": "Different Qwen-VL failures: from_pretrained weight_only handling vs wrong vision_position_ids for video input." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Training-state token counting and progressive generation are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset parsing is unrelated to Qwen3 device-map CUDA assertion failures." + "reason": "Different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping/cuda assert." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and abnormal gradients with ZeRO-3 are different training-time problems." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "A model post_init policy issue is not the same as num_labels propagation in Qwen3.5." + "reason": "Eval-mode gradient checkpointing vs ZeRO-3 gradient blow-up are distinct training behaviors." }, { "left": "issue:42886", "right": "issue:44843", + "accept": true, + "reason": "Same tokenizer-loading offline failure family; 44843 identifies the unguarded model_info() call in the Mistral regex patch path, which matches the offline cache symptom." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both are offline/tokenizer-related, but 44843 is specifically the `model_info()` call in `_patch_mistral_regex`; 42886 is a broader cache-load failure and not clearly the same bug." + "reason": "Different config issues: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates are not the same as BigBirdTokenizer not registering the mask token as special." + "reason": "Both mention tokens, but one is post-processor refresh on runtime edits and the other is a tokenizer decode/special-token registration bug." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Two different model-specific tokenizer load failures; same general area, different concrete bugs." + "reason": "Different tokenizer-loading regressions for different models and likely different root causes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(..., special=...)` argument misuse is unrelated to ScandiBERT loading failure." + "reason": "AddedToken constructor error is not the same as a model-specific tokenizer load failure." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "A Qwen3.5/TRl embedding-unpacking failure is not the same as trainer.evaluate() failing after train()." + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings vs evaluate-after-train state handling." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Different models and outputs: SigLIP2 nonsensical predictions vs CamemBERT masked-LM regression." + "reason": "Loading a specific model vs PIL image processor torchvision dependency are unrelated." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Doc-example model/processor mismatch and quantization errors are not the same as OmDet-Turbo producing the wrong image size." + "reason": "Both are multimodal, but one is docs/model-processor mismatch and quantization error while the other is an OmDet input-size mismatch." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Model-loading failure for a specific repo is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Both are accuracy/behavior complaints, but they affect different models and different code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage object type support." + "reason": "Sliding-window behavior and Float8 storage lookup are unrelated bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token/post-processor syncing is a different tokenizer bug from LayoutLMv2 NER padding/truncation crashes." + "reason": "Different tokenizer issues: runtime special-token updates vs LayoutLMv2 batching/NER crashes." }, { "left": "issue:45081", "right": "issue:45356", "accept": true, - "reason": "Both point to the same `fix_mistral_regex` / `_patch_mistral_regex` tokenizer regression path; 45356 is the broader regression report, and 45081 is the crash manifestation." + "reason": "Same fix_mistral_regex / _patch_mistral_regex code path; both report tokenizer loading regressions around Mistral/Kimi regex patching." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization-related workflows, but one is a SigLIP2 doc/example problem and the other is offloading behavior under quantization." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation messaging for `input_ids`/`inputs_embeds` and degenerate classification loss with `num_labels=1` are different bugs." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "A documentation/example issue is not the same as offloading/quantization behavior." + "reason": "Generic input_ids/inputs_embeds validation messaging is not the same as the single-label zero-loss classification bug." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + "reason": "Sliding-window Qwen3-MoE and Jupyter custom-model initialization are different failures." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BERT initialization and audio fbank extraction are unrelated failures." + "reason": "Deepspeed ZeRO-3/BertModel initialization and fbank feature extraction are unrelated." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter loading and quantization offloading problems are different code paths." + "reason": "Local checkpoint loading and quantized offloading are different problems." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma 3n forward variable-name collision." + "reason": "Multi-image IterableDataset finetuning and GraniteSpeech checkpoint loading do not share the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45081/45356) is plausible from the titles, and the rest are appropriately rejected as distinct bugs rather than the same issue." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, with only a narrow tokenizer-regex/offline duplication subset. The two accepted soft pairs are plausibly mergeable around the same bug family, and the rejected pairs are not overstated. No PR candidate is present, so there is nothing to merge-evaluate there." }, "evaluator_used": true, "retried": false, @@ -4065,17 +3959,16 @@ "component_index": 2, "component_count": 13, "review_unit_index": 12, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:30064", "issue:36010", - "issue:40444", "issue:43335", "issue:43421", "issue:43531", @@ -4091,7 +3984,6 @@ "issue:43697", "issue:43716", "issue:43720", - "issue:43746", "issue:43749", "issue:43756", "issue:43782", @@ -4113,6 +4005,7 @@ "issue:44661", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -4120,241 +4013,249 @@ "issue:45020", "issue:45072", "issue:45081", + "issue:45084", "issue:45381" ], "soft_pairs": [ - "issue:40444|issue:43746", + "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:43716|issue:44008", "issue:43720|issue:43819", "issue:44220|issue:44661", - "issue:43653|issue:43720", "issue:43335|issue:43756", + "issue:43653|issue:43720", "issue:43421|issue:44811", "issue:44186|issue:44898", "issue:44843|issue:45081", "issue:43550|issue:45072", - "issue:43550|issue:43927", - "issue:43540|issue:45381", "issue:30064|issue:36010", "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43550|issue:43927", "issue:44062|issue:44488", "issue:43643|issue:44877", - "issue:43531|issue:43643", "issue:43577|issue:43582", + "issue:43531|issue:43643", "issue:43782|issue:44977", "issue:43644|issue:43749", - "issue:43653|issue:43819", "issue:44448|issue:44671", + "issue:43653|issue:43819", "issue:44561|issue:45020", - "issue:43550|issue:43819", "issue:43825|issue:43994", + "issue:43550|issue:43819", "issue:44186|issue:44442", "issue:43825|issue:43827", - "issue:43650|issue:43906" + "issue:43650|issue:43906", + "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "a2c63805655c48b788c892666a775eff18288b1fdb59ff147847fabd6298c362", + "prepared_review_unit_hash": "c89fbbdc3bdf0712ac3367b68d18b1159193e6e5a3c06a032a627d04be62533a", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36558, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 30, + "serialized_chars": 36739, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad themes like tokenizer/config loading, multimodal inputs, and v5 regressions. I found no strong duplicate pairs to merge; the closest matches are still different concrete failure modes.", - "confidence": 0.81, - "canonical_issue_reason": "#45020 is the broadest open issue in the set and best captures the shared theme of recent Transformers/remote_code regressions, even though it is still too general to be a true duplicate target.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The soft pairs share broad themes like loading, tokenizers, or model outputs, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest open report and the best umbrella for the recurring remote_code regression theme among the items here.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most suitable issue to keep as the cluster representative because it is open, broad, and thematically closest to several remote_code / version-regression reports.", + "best_issue_reason": "issue:45020 is the most representative issue in the set: open, broad, and aligned with several nearby remote_code-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different problems: Qwen2.5-VL iterable multi-image finetuning vs GraniteSpeech PEFT checkpoint loading." + "reason": "Different models and failures: Qwen3OmniMoe video input processing vs Gemma3n forward variable collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 regressions, but one is CLIP attentions output missing and the other is RTDetrV2 output drift; different code paths." + "reason": "Both are output regressions, but for different models and different code paths; not the same bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Unrelated multimodal dtype mismatch vs Gemma3n variable-name collision causing an AttributeError." + "reason": "Different modality and failure mode: image preprocessor/model dtype mismatch vs audio tensor attribute collision." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different subsystems and failure modes: accelerate loading/unpacked weights vs DAC forward/from_latents STE mismatch." + "reason": "Unrelated issues: packed-weight loading in BitNet vs DAC latent/STE mismatch." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer-mapping/new-model-template failure; not the same underlying defect." + "reason": "These concern unrelated subsystems: fbank feature extraction vs tokenizer mapping/model scaffolding." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + "reason": "Both involve model configuration details, but they are different architectural mistakes in different models." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Different model/config mistakes: sparse-layer creation vs RoPE layer dropping." + "reason": "Tokenizer special-token decode bug and BitNet packed-weight loading bug are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve token handling, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." + "reason": "Both touch tokenizers, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different model families and bugs: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image size/interpolation failure." + "reason": "Different tasks and models; no shared code-path or concrete bug indication." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different concrete bugs: offline model_info call vs backend_tokenizer attribute crash." + "reason": "Both mention Mistral tokenizer internals, but one is offline model_info patching and the other is a backend_tokenizer AttributeError." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different regressions in unrelated models: torch.compile+SDPA failure vs dtype mismatch in inference." + "reason": "Different regressions in different models: SDPA/torch.compile failure vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig save/load losing token IDs." + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen model variants and different internals." + "reason": "Different multimodal problems: BLIP2 dtype persistence vs Video-LLaVA temporal attention/weight sharing." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." + "reason": "Both are video-related, but they affect different Qwen model families and different bugs." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Different multimodal bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention and weight-sharing issue." + "reason": "Different model families and failure mechanisms: SDPA/compile issue vs config save/load token ID loss." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-arg duplication is not the same as failing to load a specific tokenizer model." + "reason": "Both are tokenizer-related, but the concrete failure modes are different and not evidently the same bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config/loading, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech." + "reason": "Both concern config loading/remote code, but one is missing fields in AutoConfig and the other is strict config blocking granite_speech." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "No concrete overlap beyond both being runtime errors; one is dtype handling, the other Apple Silicon warmup TypeError." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Different bugs: BLIP2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different issues: sliding_window behavior in Qwen3-MoE vs missing fields from trust_remote_code AutoConfig." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is weight_only loading and the other is flash-attention generation behavior." + "reason": "Different model/load-path failures: weight_only loading vs flash-attention generation behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading breakage are different loader issues." + "reason": "Both are loading-related, but non-persistent buffer junk vs FSDP CPU RAM-efficient loading are distinct problems." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer special-token registration bug vs audio codec latent conversion mismatch; no shared code defect." + "reason": "Different model outputs in v4/v5 for Pegasus vs masked LM prediction regression in CamemBERT." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both are output regressions in v5, but they involve different models and likely different root causes." + "reason": "Tokenizer special-token registration issue and DAC latent/STE mismatch are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "#44561 is a specific remote_code break caused by a removed utility; #45020 is a broader umbrella report." + "reason": "Related in broad theme, but not the same concrete bug: one is a specific missing helper breaking trust_remote_code, the other is a wider remote_code regression report." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction mismatch." + "reason": "Different topics: pipeline translation error messaging vs a SigLIP2 AutoModel/pipeline result regression." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Pipeline error messaging about translation support is unrelated to SigLIP2 nonsensical outputs." + "reason": "Distinct model and failure path; no evidence they fix the same code-path." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer/model issues: LayoutLMv2 NER batching crash vs FastSpeech2ConformerTokenizer loading failure." + "reason": "Different tokenizer/model loading bugs with no shared underlying defect." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a misleading runtime error message; the other is stale docs still mentioning pipeline after removals." + "reason": "One is an error message bug, the other is stale docs; related theme but not the same change." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No overlap: a vague data request vs a reproduction of an existing bug." + "reason": "Unrelated content; no shared bug or subsystem beyond being issue reports." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: AutoImageProcessor URL loading vs Jinja/template compilation error." } ] }, @@ -4370,18 +4271,19 @@ "component_index": 2, "component_count": 13, "review_unit_index": 13, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", + "issue:38175", "issue:41720", "issue:42175", "issue:43257", @@ -4413,7 +4315,6 @@ "issue:44671", "issue:44805", "issue:44811", - "issue:44821", "issue:44857", "issue:44912", "issue:44936", @@ -4428,244 +4329,238 @@ "issue:45538" ], "soft_pairs": [ - "issue:44821|issue:45084", - "issue:43606|issue:45072", "issue:41720|issue:44991", + "issue:43606|issue:45072", "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:30064|issue:36331", "issue:42175|issue:45081", "issue:44485|issue:44509", "issue:43782|issue:45325", - "issue:43720|issue:45072", - "issue:44060|issue:44368", "issue:34634|issue:36010", "issue:43262|issue:43819", + "issue:43720|issue:45072", + "issue:44060|issue:44368", "issue:45081|issue:45406", - "issue:43582|issue:44857", "issue:43749|issue:44291", + "issue:43582|issue:44857", "issue:43653|issue:44671", "issue:43526|issue:43697", "issue:43526|issue:44554", "issue:43653|issue:44912", "issue:45084|issue:45538", "issue:43454|issue:43577", - "issue:44568|issue:45488", "issue:34634|issue:36331", + "issue:44568|issue:45488", "issue:43746|issue:44811", "issue:43257|issue:43329", "issue:43638|issue:44936", "issue:43452|issue:44991", - "issue:43854|issue:44977" + "issue:43854|issue:44977", + "issue:38175|issue:44610" ], - "prepared_review_unit_hash": "9d221b1395c0533dbd2ccc35199fb719a5ece8bbdd004d786e834b4a4dea64f4", + "prepared_review_unit_hash": "1e7b9a1457423a2c4df3638377a0df392d01e81f700a37e40dd9d9cd4297d578", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36932, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly connect unrelated issues that only share broad themes like loading, tokenizers, or model config. I reject all soft edges as false positives and do not see a single true canonical issue in this set.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The items are a heterogeneous set of unrelated bugs; none of the soft-edge pairs look like the same underlying issue or change, so all soft merges are rejected. The most triage-worthy issue is the open, well-specified Mistral tokenizer regression.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45081 is the strongest anchor: it is open, has clear repro/error text, and the bug is narrowly scoped to one tokenizer patch path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45081 is the best standalone issue to keep as a representative example because it is specific, reproducible, and actively referenced.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: loading an AutoImageProcessor from URL vs a template compilation error in chat templating." + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for est-roberta." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: CPU offload device mismatch vs bfloat16 dtype mismatch." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a specific RoBERTa model." + "reason": "Bark CPU offload device mismatch and bfloat16 dtype mismatch are unrelated bugs." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape error during model use is not the same as trainer.evaluate() failing after training." + "reason": "A tensor-mask shape IndexError is not the same as train-then-evaluate failure." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are different code paths and different models." + "reason": "OmDet input-size mismatch and dtype mismatch in inference are different code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Segmentation map processing and CustomTrainer loss signature are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to a Mistral regex patch crash." + "reason": "Missing TensorFlow backend from install extras is unrelated to Mistral regex patching." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM RoPE implementation discussion and removed docs pipeline tasks are not the same bug." + "reason": "GLM-5 RoPE discussion and removed pipeline docs are not the same bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error is different from Qwen2.5-VL rope index scaling." + "reason": "Qwen3VL loading error and Qwen2.5-VL RoPE position scaling are distinct issues." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Bark voice_preset handling and GenerationMixin import failure are unrelated." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both mention tied-weights warnings, but they concern different models and different underlying causes." + "reason": "Audio sampling-rate defaulting and DAC STE mismatch are different processor/model bugs." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Bark voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is not a dtype mismatch problem." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/STE mismatch." + "reason": "These both mention tied-weights warnings, but the model/config circumstances differ." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer backend_tokenizer attribute crash is not the same as Gemma4Processor missing _tokenizer." + "reason": "Missing backend_tokenizer on Tokenizer and missing _tokenizer on Gemma4Processor are different attributes and paths." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are distinct platform/backend bugs." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading bugs." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized are different loading-path regressions." + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash are unrelated runtime failures." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is not the same as CamemBERT MLM prediction regression." + "reason": "BigBird mask-token registration and CamemBERT masked LM predictions are different components." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT reduce_labels bug and RTDetrV2 output-difference regression are unrelated." + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated vision bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug is unrelated to an MPS attention correctness issue." + "reason": "BEiT label handling and MPS attention correctness are not the same issue." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration problem is unrelated to BitNet packed-weight unpacking during loading." + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer max-length behavior are different failures." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug and BLIP2 dtype persistence are different model-loading issues." + "reason": "AyaVision tied-weight loading and Blip2 dtype propagation are separate model-loading bugs." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "BarkProcessor preset support and trainer compute_loss kwargs have no overlap." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "BarkProcessor voice preset and trainer compute_loss signature mismatch do not share a code path." + "reason": "MDeBERTa add_special_tokens regression and Llama tokenizer pre-tokenizer override are distinct tokenizer issues." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading failure and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading and multimodal token counting are different bugs." + "reason": "Qwen3 MOE conversion under accelerate/deepspeed and multimodal token counting are different bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained BERT index error is not the same as evaluate() failing after train()." + "reason": "Zero3/Bert initialization IndexError and post-train evaluate failure are not the same problem." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file breaks generic from_pretrained loading, while this is a model-specific tokenizer load regression." + "reason": "gguf_file handling and tokenizer loading for a specific RoBERTa model are different loading regressions." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issues are separate model bugs." + "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation differ in model and symptom." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Same as above: chat-template compilation error is unrelated to CLIPTokenizer max length." + "reason": "Siglip2 zero probabilities and OmDet input resolution mismatch are unrelated." } ] }, @@ -4681,19 +4576,18 @@ "component_index": 2, "component_count": 13, "review_unit_index": 14, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:33357", "issue:34567", "issue:36010", "issue:36331", - "issue:38175", "issue:39692", "issue:41720", "issue:42175", @@ -4739,263 +4633,259 @@ "issue:45538" ], "soft_pairs": [ - "issue:38175|issue:44610", "issue:44589|issue:45042", - "issue:43257|issue:43696", - "issue:43819|issue:43927", "issue:39692|issue:44912", + "issue:43257|issue:43696", "issue:43262|issue:44811", + "issue:43819|issue:43927", "issue:43720|issue:44610", "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:44568|issue:45356", "issue:43749|issue:44756", "issue:43329|issue:44479", - "issue:43257|issue:43931", "issue:43531|issue:45042", - "issue:36010|issue:36331", + "issue:43257|issue:43931", "issue:43329|issue:43450", + "issue:36010|issue:36331", "issue:43257|issue:43756", "issue:43577|issue:45072", "issue:43697|issue:45357", - "issue:43452|issue:43582", "issue:42175|issue:44938", + "issue:43452|issue:43582", "issue:41720|issue:43540", "issue:44479|issue:45381", "issue:43927|issue:44912", - "issue:43540|issue:44560", "issue:33357|issue:34567", - "issue:43540|issue:44479", "issue:44987|issue:45538", "issue:42915|issue:43742", "issue:44291|issue:45042", + "issue:43540|issue:44560", "issue:43317|issue:45538", + "issue:43540|issue:44479", "issue:43906|issue:45381" ], - "prepared_review_unit_hash": "0a415cc16abf8e9e034411ee112be17254e24e2bf8fd7c8866ff66d757e19813", + "prepared_review_unit_hash": "539a559b3dc4bec60e66ab6156045592b20918468a69e82cf25c5fb7217480a6", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37399, - "estimated_input_tokens": 9350, - "estimated_eval_tokens": 18956 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues grouped by loose theme (tokenizers, multimodal/video, loading, quantization). I found one likely duplicate pair in the Qwen video-input regression area; the rest are too model- or symptom-specific to merge confidently. No PRs are present.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44479 is the broadest and most central bug report in the only clearly overlapping area here: a v5.3.0 video-input regression affecting multiple Qwen VL/MoE models.", + "summary": "This cluster is highly heterogeneous: the issue titles span unrelated bugs in tokenizers, multimodal/video handling, loading/quantization, packaging, and trainer APIs. I don\u2019t see a single duplicate family that safely unifies these items, so all soft-edge candidates are rejected.", + "confidence": 0.28, + "canonical_issue_reason": "No clear canonical duplicate exists across the cluster because the issues cover unrelated subsystems and failure modes. If forced to pick a representative issue, issue 44479 is the broadest and most centrally described regression report, but it is not a true cluster center.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the duplicate-worthy subset because it spans multiple affected models and the shared video-input regression pattern.", + "best_issue_reason": "Issue 44479 is the best single representative only because it has the broadest impact statement and a concrete regression framing across multiple Qwen video models. It is still not a good canonical for the full set, since the rest are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different models and failures: SigLIP2 zero-probabilities vs OmDet-Turbo processor/model input-size mismatch." - }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated backend/type error versus PIL image-processor dependency regression." + "reason": "Different bugs: float8 storage loading vs PIL backend torchvision dependency." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss OOM." + "reason": "Unrelated topics: documentation/example errors vs MXFP4 quantization fallback." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token-ID loss." + "reason": "Different model-loading/Deepspeed conversion bug vs plain CUDA OOM." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same bug as MXFP4 loading fallback on git-oss-20b." + "reason": "Both are audio-related, but one is chat-template sampling rate handling and the other is batch_decode skip_special_tokens behavior." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both are audio-related, but one is chat-template sample-rate handling and the other is batch_decode special-token behavior." + "reason": "Different code paths: DAC latent reconstruction vs DiaConfig save/load token ID persistence." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different code paths: packed-weight loading for BitNet vs processor output size mismatch for OmDet-Turbo." + "reason": "Different subsystems: BitNet accelerate loading vs OmDet-Turbo image-size mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 loading fallback in git-oss-20b." + "reason": "Different failures: torch.compile/SDPA on Bamba vs quantization fallback on git-oss." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is not the same bug as custom model initialization breaking in Jupyter." + "reason": "Both involve Transformers v5 breakage, but one is a GenerationMixin import error and the other is custom model initialization in notebooks." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and distinct tokenizer code paths." + "reason": "Different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading issues." + "reason": "Both are memory/loading issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video branches, but one is undefined helper names in token counting while the other is a broader video-input regression; not clearly the same concrete bug." + "reason": "Related video area, but 43329 is an undefined-function bug in token counting while 44479 is a broader video-input regression across models." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL/torchvision backend requirements." + "reason": "Unrelated: Qwen3-MoE sliding window vs PIL backend torchvision dependency." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "GenerationMixin import failure and custom trainer compute_loss signature mismatch are separate API breakages." + "reason": "Different model-loading issues: Qwen3 MoE weight conversion vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video-token helper names is not the same as batched video processor shape output." + "reason": "Both touch video processing, but one is undefined helpers in token counting and the other is batched video shape output." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different API breakages: import path change vs Trainer.compute_loss signature change." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE loading/conversion problem is unrelated to Smollm3 RoPE-layer configuration." + "reason": "Completely different bugs: Qwen3 MoE loading vs Smollm3 RoPE-layer count." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype initialization issue does not match SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + "reason": "Both mention dtype, but they affect different models and different failure modes." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences in v5 are unrelated to Qwen3.5 visual-encoder key saving regression." + "reason": "Different regressions: RTDetrV2 inference drift vs Qwen3.5 save_pretrained key corruption." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Tokenizer/model gguf loading breakage is unrelated to AppleSilicon caching_allocator_warmup TypeError." + "reason": "Unrelated packaging/runtime issues: missing tensorflow backend vs Python 3.14 import/load failure." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Missing TensorFlow backend in torch install and Python 3.14 import failure are different packaging/runtime issues." + "reason": "Different areas: gguf tokenizer/model loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert on A800 is not the same as video-input processing errors in Qwen3OmniMoe." + "reason": "Different Qwen-related failures: auto device mapping CUDA assert vs video input ValueError." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, with 45381 sounding like a more specific symptom of the broader bug in 44479." + "accept": false, + "reason": "Both are video regressions in Qwen models, but one is a broad multi-model regression and the other is a specific vision_position_ids bug; not enough to treat as the same issue." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token IDs lost on save/load is unrelated to MXFP4 quantization fallback." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Different affected models and symptoms: Qwen3OmniMoe video ValueError vs Qwen3-VL-embedding StopIteration." + "reason": "Different bugs: DiaConfig token-ID persistence vs MXFP4 quantization loading." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both involve video, but one is a Qwen3OmniMoe ValueError and the other is a cross-model v5.3.0 regression; not enough to treat as the same bug." + "reason": "Different failures in unrelated areas: Mac bus error on CLIP model vs TrainerState token counter update." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Different tokenizer/load bugs with no shared code-path evidence." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and MobileLLM key error are separate model-loading bugs." + "reason": "Different model-loading failures: Qwen3Moe FP8 config vs MobileLLM key error." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to PIL backend torchvision requirements." + "reason": "Unrelated issues: init_empty_weights argument handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video input, but the reported errors and model families differ; not the same concrete bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "GPU+CPU offload dequantized loading failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "Different categories: dequantized model offload failure vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related surface area, but the exact failures differ and there is no evidence they are the same code-path bug." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue does not match the Qwen2.5-VL video position-id regression specifically." + "reason": "Unrelated: isolated reproduction of issue 38071 vs Qwen2.5-VL video position-id regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the duplicate judgment is conservative. The only accepted soft-edge pair (44479/45381) is plausibly the same Qwen video-input regression, while the rest are appropriately separated by model, symptom, or code path. No unsupported PR claims were made." - }, - "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 }, @@ -5004,13 +4894,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 15, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:28282", "issue:29127", @@ -5065,19 +4955,19 @@ "issue:45137|issue:45405", "issue:42915|issue:45538", "issue:43526|issue:45479", - "issue:42175|issue:44488", "issue:42175|issue:43824", "issue:42915|issue:44821", + "issue:42175|issue:44488", "issue:44062|issue:44991", "issue:38175|issue:44898", "issue:28282|issue:34689", - "issue:43582|issue:43782", "issue:43646|issue:43749", + "issue:43582|issue:43782", "issue:43493|issue:43994", - "issue:43643|issue:45375", "issue:28282|issue:29127", - "issue:43756|issue:45325", + "issue:43643|issue:45375", "issue:43742|issue:44291", + "issue:43756|issue:45325", "issue:36010|issue:42175", "issue:44484|issue:44704", "issue:34567|issue:36331", @@ -5094,227 +4984,236 @@ "issue:43697|issue:45216", "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "00b380b72988e65112ab1a1ad6dcf3ebae820ed33a970f16d839f0d258c7e93a", + "prepared_review_unit_hash": "013167a260c9932fe10db7a9308351e78b59431363969f35639596580fbf939b", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37198, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft pairs mostly share broad Transformers/model-loading vocabulary, not the same underlying bug. No PRs are present, and I don\u2019t see a safe single canonical issue for the whole set.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster mixes unrelated bugs across loading, tokenizers, processors, training, and version-regression reports.", + "summary": "Mostly a heterogeneous set of Transformers issues. Only two soft duplicate pockets look plausible: SigLIP2 bad outputs/discrepancy reports, and Qwen2.5-VL vision position-id / rope-index bugs. The rest are clearly different bugs or features.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43493 is the clearest root-cause-style report in the strongest duplicate pocket, explicitly comparing HF vs original JAX behavior for SigLIP2.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global anchor because none clearly subsumes the others or shares the same root cause.", + "best_issue_reason": "43493 is the best overall triage target because it describes the underlying implementation mismatch directly, rather than only a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump; unrelated problems." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length behavior are different bugs." + "reason": "FP8 config failure and CLIP tokenizer max length are different code paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and zero-loss sequence classification are separate code paths." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Missing TensorFlow backend in a torch install is not the same as failing to load cjvt/sleng-bert." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification loss degeneracy." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package/backend availability issue differs from missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Missing TensorFlow backend in a torch install is unrelated to a missing model class import." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to loading AutoImageProcessor from a URL." + "reason": "Different models and failures; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs a model-loading failure for a specific model." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken duplicate-special-arg error is a different tokenizer bug from est-roberta loading failure." + "reason": "AddedToken keyword collision and tokenizer loading failure are not clearly the same concrete bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are distinct model issues." + "reason": "Different model families and symptoms; too broad to call duplicates." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-not-found import error is unrelated to the Llama 3.2 Vision loading regression." + "reason": "PyTorch-missing ImportError vs Llama 3.2 Vision loading regression are different issues." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is not the same as Qwen3VL weight_only load failure." + "reason": "Custom model init breakage and FSDP CPU RAM loading are separate failures." }, { - "left": "issue:43643", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and FSDP CPU RAM efficient loading are unrelated." + "reason": "Apple Silicon allocator TypeError vs Qwen3VL weight_only load error are different code paths." }, { "left": "issue:43493", "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 base-patch16-224 output correctness regressions and likely stem from the same model implementation bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and nonsensical pipeline outputs are different problems." + "reason": "Missing PyTorch ImportError is unrelated to LayoutLMv3 box-validation messaging." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing AutoConfig fields and missing deepstack_visual_indexes are both config issues, but not the same bug." + "reason": "Missing fields with trust_remote_code and a dropped config field are similar only at a high level, not the same bug." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "PyTorch import error and LayoutLMv3 box-information error are unrelated." + "reason": "Model key lookup failure and init_empty_weights argument mismatch are different loading failures." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer drop and Qwen2.5-VL temporal position scaling are different model-specific bugs." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized TypeError are separate loading failures." + "reason": "Different Qwen2.5-VL bugs: RoPE-layer omission vs position-id scaling." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import breakage and TensorFlow backend packaging are unrelated." + "reason": "GenerationMixin import error and TensorFlow backend packaging are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor cached_file kwargs propagation." + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are not the same issue." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature mismatch are different training bugs." + "reason": "TrainerState token counter update and CustomTrainer loss signature breakage are distinct trainer issues." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." + "reason": "Init-empty-weights error and AutoImageProcessor URL loading failure are different problems." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are different models and failures." + "reason": "Different models and failing operations; no evidence of a shared root cause." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file/pretrained loading bug is not the same as the cjvt/sleng-bert model load issue." + "reason": "gguf loading breakage and a specific model load failure are not the same bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-arg duplication and Mistral regex backend_tokenizer crash are different tokenizer paths." + "reason": "Tokenizer AddedToken duplication and Mistral regex patch crash are unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are separate concerns." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Batched apply_chat_template padding bug and assistant tool-call content bug are distinct chat-template failures." + "reason": "Both involve apply_chat_template, but the crashes are in different scenarios and code paths." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file/pretrained loading and BLIP2 dtype propagation are unrelated." + "reason": "gguf loading failure and Blip2 dtype propagation are unrelated." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "AutoConfig field loss and removal of is_torch_fx_available affecting trust_remote_code are different regressions." + "reason": "Both mention trust_remote_code, but one is missing fields and the other is a v5 import removal breakage." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Chat-template batching crash and Qwen2.5-VL video vision_position_ids bug are not the same issue." + "reason": "apply_chat_template batching bug and Qwen2.5-VL vision-position-id bug are different features." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are separate model-loading/storage issues." + "reason": "Model key error and float8 storage lookup error are not the same issue." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression are unrelated." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image processors requiring torchvision and Mistral regex patch crash are unrelated." + "reason": "Torchvision requirement regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id / RoPE-index errors in transformers 5.3.0 and likely share the same code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the two plausible duplicate pockets. The accepted soft pairs are justified by closely matching model/symptom titles, and the rejected pairs mostly differ by model, feature, or failure mode. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5323,13 +5222,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 16, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:24643", "issue:28282", @@ -5387,9 +5286,9 @@ "issue:43720|issue:44898", "issue:43688|issue:45440", "issue:43653|issue:44568", - "issue:44464|issue:44743", "issue:43452|issue:44843", "issue:44466|issue:45005", + "issue:44464|issue:44743", "issue:41762|issue:44936", "issue:43295|issue:45356", "issue:24643|issue:29127", @@ -5402,41 +5301,41 @@ "issue:43653|issue:44361", "issue:44843|issue:44991", "issue:28282|issue:32090", - "issue:28282|issue:33357", "issue:28282|issue:35141", + "issue:28282|issue:33357", "issue:44479|issue:44936", "issue:43122|issue:43906", "issue:44977|issue:45356", - "issue:44464|issue:44977", "issue:30064|issue:33666", + "issue:44464|issue:44977", "issue:43653|issue:43927", "issue:43329|issue:45325", "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "45c285c43b60a2b0b7569517c5ec3d5a8b065fbd0095ed0750578a0c20d8b088", + "prepared_review_unit_hash": "366c895882253a6f0335f236fa9a698010028a59c61e43b3bb09a110cb247963", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37383, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "serialized_chars": 37378, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs across tokenizers, configs, multimodal processors, training/DeepSpeed, and version regressions. None of the soft pairs look like the same concrete underlying fix, so I would not collapse any of them as duplicates.", - "confidence": 0.96, + "summary": "This cluster does not form a duplicate set: the soft pairs span unrelated subsystems (tokenizers, vision/video processors, training/DeepSpeed, model configs, and generation regressions). None of the candidate edges looks like the same underlying bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -5446,187 +5345,187 @@ "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different subsystems: Qwen3-MoE sliding-window/recurrent-state behavior vs loading AutoImageProcessor from a URL." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading of granite_speech config; different bugs and code paths." + "reason": "Qwen3.5 num_labels propagation is a different config bug than granite_speech strict-config loading." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "DAC latent conversion vs Whisper batch_decode are unrelated code paths and symptoms." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated model-loading failures." + "reason": "BitNet packed-weight loading is unrelated to Perceiver image classification at non-default resolution." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both involve model correctness, but they target different MoE/model implementations and different failure modes." + "reason": "Aux-loss normalization in MoE models is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but they affect different tokenizers and different symptoms (mask token registration vs BOS/EOS insertion)." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both touch generation, but one is compiled-forward chunked generation and the other is recurrent-state reset in Qwen3.5 modular code." + "reason": "BigBirdTokenizer special-token registration is unrelated to mdeberta-v3 BOS/EOS handling." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "AutoTokenizer/AutoModel gguf_file breakage is not the same as an offline-mode regression from an unconditional model_info() call." + "reason": "gguf_file loading failures and offline model_info calls are different tokenizer/model-loading regressions." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue." + "reason": "Serialized lm_head weight inconsistency is not the same issue as tied-weights problems on translation models." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 recurrent-state reset logic." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 Gemma3 loading failure is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after train()." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different root causes (processor.tokenizer/images vs codec handling and regex warning)." + "reason": "processor.tokenizer regression with images is unrelated to Kimi-K2.5 tokenizer codec/regression handling." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training RuntimeError is unrelated to the LayoutLMv3 boxes error-message clarity issue." + "reason": "DeepSpeed weight-dimension runtime error and LayoutLMv3 box-validation messaging are distinct problems." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper decode behavior." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device mapping on A800 is not clearly the same bug as the isolated reproduction of issue #38071." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to the isolated reproduction referenced by issue 38071." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "One is a missing pad_token_id on Llama4Config; the other is missing fields from AutoConfig with trust_remote_code=True." + "reason": "Llama4Config missing pad_token_id and AutoConfig missing fields with trust_remote_code are different config-loading bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities are unrelated to the processor.tokenizer regression in v4.57.5." + "reason": "SigLIP2 zero probabilities are a model inference issue, not the processor.tokenizer regression." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype loading remains float32, while RTDetrV2 is a v5 output-change regression; different mechanisms." + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated model-specific bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task-time AttributeError are unrelated." + "reason": "BigBirdTokenizer special-token decode issue is unrelated to MLukeTokenizer task failures." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub-call regression is different from EMBEDDIA/est-roberta tokenizer loading failure." + "reason": "HF_HUB_OFFLINE model_info call in Mistral regex patch is unrelated to EMBEDDIA/est-roberta tokenizer loading." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error is unrelated to Trainer's _gpu_broadcast_one NoneType error." + "reason": "PyTorch-not-found import error is unrelated to NoneType broadcast failures in Trainer." }, { "left": "issue:28282", - "right": "issue:33357", + "right": "issue:35141", "accept": false, - "reason": "PyTorch not found and MacOS CLIP bus error are unrelated issues." + "reason": "PyTorch import absence is unrelated to tied-weight reinitialization after resizing embeddings." }, { "left": "issue:28282", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "Import-time PyTorch absence is unrelated to tied-embedding reinitialization after resizing token embeddings." + "reason": "Missing PyTorch import error is unrelated to MacOS bus error with a community CLIP model." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression in several Qwen VL models is unrelated to trainer.train()/evaluate() lifecycle failure." + "reason": "Video-input regression in v5.3.0 is unrelated to trainer.evaluate() failing after training." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer-output differences across versions are not the same as the isolated reproduction of issue #38071." + "reason": "Tokenization differences across versions are unrelated to the isolated reproduction of issue 38071." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer codec/regex regression are different bugs." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Kimi-K2.5 tokenizer regression." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention failure are different inference paths and root causes." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different vision/model-training issues." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Void segmentation-map processing is unrelated to Qwen2-VL multi-GPU training." + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Both involve multimodal/video internals, but one is an undefined helper in token counting and the other is incorrect rope-position scaling." + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated code paths." + "reason": "Blip2 dtype propagation is unrelated to the MPS attention correctness issue." } ] }, @@ -5642,13 +5541,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 17, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:32090", "issue:33666", @@ -5703,256 +5602,256 @@ "issue:43531|issue:43742", "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:43012|issue:43577", "issue:41720|issue:44464", "issue:43504|issue:43720", - "issue:43012|issue:43577", "issue:43504|issue:43550", "issue:32090|issue:33666", - "issue:32090|issue:34567", "issue:43262|issue:45084", - "issue:43504|issue:44610", + "issue:32090|issue:34567", "issue:43278|issue:43688", - "issue:44849|issue:45357", + "issue:43504|issue:44610", "issue:43452|issue:44451", "issue:45200|issue:45229", + "issue:44849|issue:45357", "issue:43334|issue:43572", "issue:43756|issue:44913", "issue:43493|issue:43825", "issue:43540|issue:43716", "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:43720|issue:43927", - "issue:43606|issue:43927", "issue:43525|issue:43572", "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", "issue:43278|issue:43844", + "issue:43257|issue:43299", "issue:43720|issue:44361", + "issue:39692|issue:43493", "issue:43540|issue:44977", - "issue:43257|issue:43299", "issue:44964|issue:45405", - "issue:39692|issue:43493", "issue:43329|issue:43606" ], - "prepared_review_unit_hash": "2cc32ad50f9c4e3a78770b7769f5e41343bdc12e6c584720d1c9088bdce15d15", + "prepared_review_unit_hash": "a3982faf02b5512bf0b5936fc1f88c3d1d5cf78ecec081a85bfcd570f4c2c0a1", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37251, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of distinct Transformers bugs with only loose topical overlap (often model-family or multimodal-loading related). None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43329 is the clearest, most concrete bug report in the set: it names the exact failing utility, the undefined symbols, and the affected video code path across multiple VLM processors.", + "summary": "The cluster is heterogeneous: most items are unrelated bugs spanning training, loading, multimodal/video, config serialization, and dtype/offload behavior. The soft pairs are only superficially similar, so I would not collapse any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue stands out: the cluster does not form a single underlying bug or change, and none of the soft pairs look like the same concrete problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest standalone canonical candidate because it has a specific root cause and broad impact, making it easier to represent the cluster than the more model-specific or symptom-only reports.", + "best_issue_reason": "No single issue is a clear global representative because the items cover many distinct code paths and model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading/training failures, but one is a Qwen3-MoE sliding-window issue and the other is a MobileLLM key error; different code paths and symptoms." + "reason": "Different failures: Qwen3-MoE sliding window behavior vs a MobileLLM loading key error; only broad loading/runtime similarity." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "One is a video-input regression across several VLMs; the other is missing num_labels propagation in Qwen3.5. Different bug classes." + "reason": "Video-input regression across Qwen VL variants vs Qwen3.5 num_labels propagation; distinct subsystems and symptoms." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to MLukeTokenizer task attribute errors; no shared root cause." + "reason": "torch.compile + SDPA failure in Bamba vs tokenizer AttributeError in MLukeTokenizer; unrelated bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bf16 compilation, the other is dtype not propagating on Blip2 load; not the same defect." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping CUDA assert for Qwen3 is unrelated to chunked generation inconsistencies under compiled forward." + "reason": "CUDA assert with auto device mapping for Qwen3 vs chunked generation inconsistency under compiled forward; different code paths." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field model loading failure for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A compile-time bf16 precision warning is not the same issue as BLIP-2 dtype staying float32 after loading." + "reason": "Legacy field in Beit semantic segmentation loading vs packed-weight unpacking in BitNet accelerate loading; different model/loading bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different models and failure modes: BEiT legacy config field vs Bamba compile/SDPA behavior." + "reason": "Completely different models and issues: Beit preset loading vs Bamba compile/SDPA behavior." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support/problem." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are distinct Trainer bugs." + "reason": "Trainer _gpu_broadcast_one NoneType error vs Qwen2-VL multi-GPU training; too broad to be the same bug." }, { "left": "issue:43262", "right": "issue:45084", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and template-node compilation errors are unrelated." + "reason": "Audio chat-template sample-rate defaulting vs template compilation error; unrelated feature areas." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "BEiT pretrained preset loading and OmDet-Turbo processor/model input-size mismatch are different issues." + "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; different training issues." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in train/eval is unrelated to auxiliary-loss normalization in MoE models." + "reason": "BF16-to-FP32 dtype drift during evaluate vs auxiliary-loss normalization error in MoE models; no shared concrete bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and incorrect visual encoder save_pretrained keys are different regressions." + "reason": "Pretrained-load legacy field issue vs processor output size mismatch; different models and failure modes." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loader breakage and inability to load a specific model are too broad and do not share a concrete root cause." + "reason": "Generic gguf_file loading breakage vs a specific ScandiBERT load failure; too little evidence they share the same root cause." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma 4 mm_token_type_ids fine-tuning issue is unrelated to Gemma4 multi-GPU OOM." + "reason": "mm_token_type_ids defaulting issue for text-only fine-tuning vs multi-GPU inference OOM; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states bug in Qwen3.5 vs save_pretrained saving wrong visual encoder keys; different code paths." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both involve missing config/token fields, but one is Qwen3-VL pad_token_id and the other is StableLm pad_token_idx; different models and different missing attributes." + "reason": "Both are config-attribute errors, but one is pad_token_id in Qwen3-VL and the other is pad_token_idx in StableLm; not the same bug." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer count bug and GPTNeoX rotary_pct reload bug are different configuration problems." + "reason": "Smollm3 RoPE-layer count mismatch vs GPTNeoX rotary_pct reload bug; both touch config semantics but are distinct." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline translation-task support/error-message regression." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error messaging; completely unrelated." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Mistral-3 image-preprocessor dtype mismatch are different multimodal issues." + "reason": "Qwen3OmniMoe video-processing ValueError vs Mistral-3 image-preprocessor dtype mismatch; different modalities and causes." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import failure; no common concrete bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "A model loading KeyError for MobileLLM is unrelated to AutoImageProcessor URL loading." + "reason": "MobileLLM loading key error vs AutoImageProcessor-from-URL loading issue; both are load failures but not the same one." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and lost custom token IDs on save/load are different defects." + "reason": "Llama4 missing pad_token_id vs StableLm missing pad_token_idx; similar shape, but different model families and attributes." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID persistence." + "reason": "Auxiliary-loss normalization bug in MoE models vs quantization/offloading problem; unrelated." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in shape but different models, fields, and fixes." + "reason": "BitNet packed-weight handling vs DiaConfig token ID persistence; both loading-related, but different state and code paths." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Auxiliary-loss normalization and quantization offloading behavior are different concerns." + "reason": "CPU offload device mismatch vs DiaConfig save/load token ID loss; not the same failure." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." + "reason": "Training/evaluate dtype drift vs gradient explosion under ZeRO-3; different symptoms and mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers-dev load regression for Qwen3VL MoE; not clearly the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight loading bug in BitNet vs MLukeTokenizer task AttributeError; no overlap in root cause." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are distinct bugs." + "reason": "SigLIP2 docs/example issues vs SigLIP2 implementation discrepancy with JAX; one is documentation/example breakage, the other is model parity." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is different from Qwen3VL MoE loading breakage on dev transformers." + "reason": "Qwen3OmniMoe video-input failure vs Qwen3.5 flash-attention generation bug; different model paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "A multimodal model-loading failure and a dependency version bump are not duplicates." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 documentation example errors and SigLIP2 HF-vs-JAX implementation discrepancy are different problem statements." + "reason": "Phi-4 multimodal load failure vs peft version bump to an unreleased release; unrelated." }, { "left": "issue:43329", "right": "issue:43606", "accept": false, - "reason": "Undefined video-token helper symbols in multimodal token counting is unrelated to a CPU-offload device mismatch in bark-small." + "reason": "Undefined video token helper in multimodal token counting vs bark-small CPU offload device mismatch; not the same bug." } ] }, @@ -5968,13 +5867,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 18, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:15354", "issue:33357", @@ -6026,21 +5925,21 @@ ], "soft_pairs": [ "issue:33666|issue:36331", + "issue:44488|issue:44843", "issue:43493|issue:43844", "issue:44589|issue:45520", - "issue:44488|issue:44843", "issue:43756|issue:44060", "issue:43646|issue:44466", "issue:43688|issue:43746", "issue:44521|issue:45290", "issue:44423|issue:44734", "issue:33357|issue:33666", - "issue:43824|issue:44589", "issue:39692|issue:43295", - "issue:43504|issue:43606", + "issue:43824|issue:44589", "issue:43994|issue:44493", - "issue:43504|issue:43653", + "issue:43504|issue:43606", "issue:43927|issue:44361", + "issue:43504|issue:43653", "issue:43575|issue:45405", "issue:43572|issue:44291", "issue:43278|issue:43701", @@ -6053,196 +5952,196 @@ "issue:45084|issue:45520", "issue:43540|issue:45200" ], - "prepared_review_unit_hash": "b332f3d48f39d653d098c8cd6f8aadeed19f740f8ecb06c607a5a53551ebb105", + "prepared_review_unit_hash": "3db9abe3ceee849d8935581f74d3002afe8107a155a89ee84d98a10020b999c8", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35422, - "estimated_input_tokens": 8856, - "estimated_eval_tokens": 17968 + "serialized_chars": 35428, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs appear to be distinct bugs or regressions despite some shared subsystems, so none should be deduplicated. The strongest single issue to keep is the open offline-regression in `AutoTokenizer.from_pretrained` because it is concrete, user-facing, and has a clear code-path target.", - "confidence": 0.82, - "canonical_issue_reason": "`issue:44843` is the most canonical issue here: it is open, specific, reproducible, and points to a concrete regression in a core loading path (`AutoTokenizer.from_pretrained` / offline mode).", + "summary": "This cluster is a grab bag of unrelated standalone bugs across different models, runtimes, and subsystems. I don\u2019t see a safe duplicate anchor or any PR-style merge candidate.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "`issue:44843` is also the best issue candidate overall because it is actionable and broad-impact, while the rest are either narrower, already closed, or clearly unrelated to one another.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different problems: multi-GPU training for Qwen2-VL vs a `compute_loss` signature mismatch in CustomTrainer." + "reason": "Different failures: Qwen2-VL multi-GPU training vs a Trainer API kwarg regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is a specific model load failure and the other is an offline-mode tokenizer patch bug." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient blow-up report." + "reason": "Unrelated symptoms: SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "One is a missing Float8 storage type error; the other is a `flash_attn` import key error on Python 3.13." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Both are loading-related, but one is a specific model failing to load while the other is an offline-mode regression in tokenizer patching." + "reason": "Completely different areas: float8 storage lookup vs flash_attn import on Python 3.13." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config bugs." + "reason": "Both are Qwen-related model issues, but one is RoPE layer dropping and the other is a tied-weights warning bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent `lm_head.weight` serialization inconsistency." + "reason": "Different code paths: PEFT/local checkpoint loading vs serialization of tied weights depending on device." }, { "left": "issue:43688", "right": "issue:43746", "accept": false, - "reason": "Aux-loss normalization and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + "reason": "Distinct bugs in different models: auxiliary loss normalization vs GraniteSpeech local checkpoint loading." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal input and the other is a crash with tool-call messages and no content." + "reason": "Same API family, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call messages without content." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are server crashes, but they fail in different paths: continuous batching multimodal handling vs KV-cache continuation indexing." + "reason": "Both hit serve/multimodal flows, but one is a '.to' AttributeError and the other is KV-cache continuation indexing." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated failures." + "reason": "Different models and failure modes: Mac bus error on CLIP vs Qwen2-VL training issue." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 documentation mistakes/quantization failure are not the same regression as the processor.tokenizer/images-to-tokenizer issue." + "reason": "Both mention multimodal examples, but one is a docs/example mismatch and the other is a regression in processor/tokenizer behavior." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Legacy-field model loading failure is unrelated to a CPU offload device mismatch." + "reason": "Unrelated: missing Qwen2.5-VL import vs missing Float8 storage object." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsense outputs and unexpected position-id keys describe different bugs." + "reason": "Different issues: SigLIP2 bad outputs vs a broad position-id key warning regression." }, { "left": "issue:43504", - "right": "issue:43653", + "right": "issue:43606", "accept": false, - "reason": "Loading a BEiT segmentation preset due to a legacy field is unrelated to BigBirdTokenizer special-token registration." + "reason": "Different bugs in different models: legacy field load failure vs CPU offload device mismatch." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different tokenizer/config issues." + "reason": "Separate tokenizer/config bugs with different failure points and models." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No shared root cause: model preset loading vs BigBird tokenizer special-token registration." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version pin problem." + "reason": "One is TP/OOM on a large model; the other is a dependency version mismatch." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and unexpected `_is_hf_initialized` during `init_empty_weights` are different compatibility bugs." + "reason": "Different init/config regressions: missing pad_token_idx vs unexpected _is_hf_initialized argument." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/evaluation issues." + "reason": "Unrelated training/eval dtype change vs checkpoint resume key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus image-generation test is not the same as a dependency version bump problem." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." }, { "left": "issue:43257", "right": "issue:45405", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to the unreleased PEFT version requirement." + "reason": "Qwen3 MoE weight conversion/loading issue is unrelated to a release version pin problem." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in suno/bark-small is not the same as a stale GraniteSpeech CI test." + "reason": "One is a real device mismatch bug; the other is a stale GraniteSpeech CI test." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript generator-expression support and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2 are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness bug is distinct from a PyTorch version check used for AuxRequest import." + "reason": "Different attention-related bugs with different trigger conditions and APIs." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are different issues." + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure and `flash_attn` import key errors are unrelated." + "reason": "Template compilation error is unrelated to the flash_attn import-key error." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 mm token type IDs defaulting behavior." + "reason": "Different multimodal bugs: video processing ValueError vs missing mm_token_type_ids for text-only fine-tuning." } ] }, @@ -6258,13 +6157,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 19, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:37428", "issue:38175", @@ -6290,18 +6189,17 @@ "issue:43975", "issue:43994", "issue:44315", - "issue:44360", "issue:44442", "issue:44464", "issue:44466", "issue:44514", "issue:44521", "issue:44554", - "issue:44561", "issue:44568", "issue:44589", "issue:44610", "issue:44625", + "issue:44792", "issue:44849", "issue:44898", "issue:44936", @@ -6313,24 +6211,26 @@ "issue:45200", "issue:45325", "issue:45356", - "issue:45412" + "issue:45412", + "issue:45563" ], "soft_pairs": [ - "issue:43232|issue:44849", "issue:45072|issue:45198", "issue:43844|issue:44964", + "issue:43232|issue:44849", "issue:39401|issue:44568", - "issue:44315|issue:44849", "issue:37428|issue:43957", + "issue:44315|issue:44849", "issue:44554|issue:45356", "issue:43295|issue:44610", "issue:43334|issue:43525", "issue:43493|issue:43701", "issue:45200|issue:45325", "issue:44898|issue:45412", - "issue:43873|issue:44464", "issue:44466|issue:45127", + "issue:43873|issue:44464", "issue:40990|issue:44625", + "issue:44792|issue:45563", "issue:43388|issue:43526", "issue:44514|issue:44521", "issue:43844|issue:44936", @@ -6339,222 +6239,221 @@ "issue:43295|issue:43450", "issue:43572|issue:44987", "issue:44442|issue:45198", + "issue:43295|issue:43873", "issue:43824|issue:43975", "issue:43572|issue:44589", - "issue:43295|issue:43873", - "issue:38175|issue:45412", "issue:43278|issue:43856", - "issue:43295|issue:43994", - "issue:44360|issue:44561" + "issue:38175|issue:45412", + "issue:43295|issue:43994" ], - "prepared_review_unit_hash": "f3dd6d94c4f14dc576e971102d0047f066b31c42408d51fc3d0680028a68586b", + "prepared_review_unit_hash": "af5d21768b7dc5b40b69e75af71b1d0fb4b06fd35d22f833e2ccf6bd970f5a39", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36893, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the soft pairs look like true duplicates or the same code change; most only share a broad subsystem. The strongest standalone issue here is the open multimodal chat-template bug (#44521), which is concrete and actionable.", - "confidence": 0.81, - "canonical_issue_reason": "#44521 is open, has a clear reproduction focus, and describes a concrete failure in a widely used multimodal API (`apply_chat_template`).", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs (imports, configs, tokenizers, generation, processors, training/runtime issues). I don\u2019t see a single duplicate thread to consolidate, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span different code paths, models, and failure modes, so there isn\u2019t one safe representative duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the most suitable anchor issue: specific, user-facing, currently open, and likely to attract related reports in the same area.", + "best_issue_reason": "No global best issue: any single choice would collapse distinct bugs into one and misrepresent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Different bugs: generation kwargs update after `sync_gpus` vs Qwen3.5 hidden-states behavior." - }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Unrelated failures: bfloat16 dtype mismatch in inference vs save/tokenization failure for a wav2vec2 model." + "reason": "Different failures: dtype mismatch in inference vs save_pretrained/tokenization on Wav2Vec2." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different code paths: ZeRO-3 gradient blow-up vs model loading failure in latest transformers." + "reason": "Training/ZeRO gradient behavior is unrelated to a model-loading failure." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Both are tokenizer issues, but one is wrong `offset_mapping` and the other is missing BOS/EOS insertion; not the same bug." + "reason": "Different generation/model-output bugs with no shared concrete code path." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Liger Kernel application in `model_init` is unrelated to Qwen3.5 `output_hidden_states` behavior." + "reason": "Both are tokenizer issues, but they affect different models and symptoms (offset mapping vs missing BOS/EOS)." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a flash-attention helper and meta-device model loading breakage are different problems." + "reason": "ImportError for a missing helper is unrelated to meta-device loading breakage." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application under model_init is unrelated to Qwen3.5 hidden-states behavior." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and tokenizer codec handling are unrelated bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different regressions: processor/tokenizer access breakage vs OmDet-Turbo processor output size mismatch." + "reason": "Both involve processors, but one is a regression around processor/tokenizer access and the other is an image-size mismatch." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom (`pad_token_id` missing), but different model/config classes and likely separate fixes." + "reason": "Similar symptom, but different config classes and likely different model integrations." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume-from-checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` handling and Qwen2.5-VL rope scaling are different bugs." + "reason": "Both are multimodal-related, but one is token-type defaults and the other is rope index temporal scaling." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Image resolution/interpolation failure is unrelated to a memory-release problem." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different issues." + "reason": "Serialization inconsistency and LoRA merge collapse are different bugs in different code paths." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Serialization inconsistency for tied weights and LoRA-merge model collapse are not the same bug." + "reason": "Quantization offloading and compiled-forward chunked generation are unrelated." }, { "left": "issue:40990", "right": "issue:44625", "accept": false, - "reason": "High perplexity on gpt-oss and Qwen3.5 `num_labels` propagation are unrelated." + "reason": "Perplexity regression on one model is unrelated to num_labels propagation on another." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale warning in paged generate()." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different trainer/processor label bugs; one drops tuple elements, the other reduces labels too aggressively." + "reason": "Both touch labels, but in different subsystems and with different failure mechanisms." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched padding crash and the other is all-zero assistant masks." + "reason": "Same processor family, but one crashes on batched padding=False while the other produces zero assistant masks." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient instability and `trainer.evaluate()` failing after training are unrelated." + "reason": "DeepSpeed/ZeRO gradient behavior is unrelated to trainer.evaluate() after train()." }, { "left": "issue:43575", "right": "issue:44464", "accept": false, - "reason": "Tensor-parallel OOM on model load is unrelated to compiled-forward chunked generation inconsistencies." + "reason": "TP OOM during model load is unrelated to chunked generation inconsistency." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different ImportErrors affecting different model families and code paths." + "reason": "Both are import errors, but they concern different missing symbols and different modules/models." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." + "reason": "Processor access regression and batched video shape bug are different issues." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` and a transformers version loading failure are different issues." + "reason": "Missing pad_token_idx in one config is unrelated to a separate model-loading failure." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure and save/tokenization failure are separate bugs in different models." + "reason": "Different audio tokenization problems with different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for a class vs incorrect detokenization are not the same underlying problem." + "reason": "Importing a missing class and incorrect detokenization are unrelated bugs." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "Missing config field and Float8 storage lookup error are unrelated." + "reason": "Config attribute missing and Float8 storage lookup failure are different runtime issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Processor regression and quantization offloading behavior do not describe the same bug." + "reason": "Dtype drift between train/eval and MoE memory inefficiency are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability issue is unrelated to RT-DETR memory reclamation." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype mismatch during evaluation and Qwen3 MoE memory inefficiency are different problems." + "reason": "Zero-probability inference bug is unrelated to a model memory leak." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 nonsensical outputs are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` affecting remote code are unrelated." + "reason": "Different models and symptoms; processor regression does not match SigLIP2 nonsensical outputs." } ] }, @@ -6570,13 +6469,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 20, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:29942", "issue:32090", @@ -6587,7 +6486,6 @@ "issue:43262", "issue:43278", "issue:43335", - "issue:43404", "issue:43425", "issue:43450", "issue:43493", @@ -6605,6 +6503,7 @@ "issue:43931", "issue:44112", "issue:44351", + "issue:44360", "issue:44448", "issue:44462", "issue:44493", @@ -6628,9 +6527,10 @@ "issue:45478" ], "soft_pairs": [ - "issue:44849|issue:45003", + "issue:44360|issue:44561", "issue:38175|issue:43493", "issue:43827|issue:43901", + "issue:44849|issue:45003", "issue:43653|issue:44112", "issue:42915|issue:43824", "issue:43450|issue:43493", @@ -6642,261 +6542,253 @@ "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:44610|issue:44857", - "issue:43819|issue:44112", "issue:43262|issue:43450", + "issue:43819|issue:44112", "issue:44448|issue:44743", "issue:43606|issue:45083", "issue:43278|issue:43825", "issue:29942|issue:32090", "issue:45310|issue:45478", - "issue:43611|issue:43931", "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:39692|issue:43526", "issue:43335|issue:43550", "issue:43819|issue:44493", - "issue:39692|issue:43526", "issue:43450|issue:43526", - "issue:44855|issue:45083", "issue:37428|issue:44351", - "issue:45200|issue:45381", + "issue:44855|issue:45083", "issue:39692|issue:44493", - "issue:43404|issue:45200", - "issue:43335|issue:43653" + "issue:45200|issue:45381" ], - "prepared_review_unit_hash": "22cc6a136bde560f840e2604829e7954f2b7123f90bbb7127afe62cecebacf24", + "prepared_review_unit_hash": "0b4561722ffb19a0c9ebe3f6d8e3bda9650770da0991d9edfb8baaee2e76a8a7", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37646, - "estimated_input_tokens": 9412, - "estimated_eval_tokens": 19080 + "soft_pair_count": 32, + "serialized_chars": 37288, + "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 heterogeneous mix of unrelated Transformers bug reports; there is one clear exact duplicate pair about the Qwen3.5 MoE from_pretrained error. Most soft matches are only superficial subsystem similarity and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the cleaner canonical issue because issue:45478 is an exact duplicate with the same title and same Qwen3.5 MoE from_pretrained failure.", + "summary": "Most pairs are unrelated regressions across different models or subsystems. The only near-duplicate pair is the Qwen3.5 MoE from_pretrained reports: same title and very similar symptom, so 45310 is the best canonical issue and 45478 looks like a likely duplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it appears to be the earlier report of the same Qwen3.5 MoE from_pretrained failure; issue:45478 has the same title and reads like a likely duplicate rather than a distinct bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue in the only true duplicate pair; it is specific, well-scoped, and has a matching later duplicate.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it best represents the likely duplicate Qwen3.5 MoE from_pretrained reports and has the earlier timeline.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45003", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states behavior vs unsafe sys.modules access." + "reason": "Different bugs: DSA indexer activation detail versus a v5 compatibility break from removing is_torch_fx_available." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but different symptoms and likely different root causes; not enough to merge." + "reason": "Both mention SigLIP2, but the symptoms differ: zero probabilities versus HF-vs-JAX implementation mismatch." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both mention pipeline docs, but one is about v5 removals and the other about return_all_scores behavior." + "reason": "Both are docs/pipeline-related, but they describe different documentation issues and different behavior changes." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state behavior versus unsafe sys.modules access in modeling_utils." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Unrelated CI failures: BigBirdTokenizer decode issue vs GraniteSpeech device override test." + "reason": "Different areas: tokenizer special-token registration versus a GraniteSpeech CI device-override test." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different models and different failure modes: FP8 config error vs import error." + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus a Qwen2.5-VL import error." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video processor shape bug vs SigLIP2 implementation discrepancy; not the same bug." + "reason": "Video processor shape bug versus SigLIP2 implementation discrepancy; no shared concrete code path." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Tokenizer special-token behavior issue vs tokenizer loading failure for a specific repo." + "reason": "Both concern tokenizer behavior in v5, but they affect different models and different failure modes." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count runtime limit are unrelated." + "reason": "Unrelated issues: LoRA/extended-vocab collapse versus a category-count runtime limit." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id bug." + "reason": "Different chat-template/tool-call crash versus a Qwen2.5-VL video position-id issue." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different helper paths and different failures; no concrete overlap." + "reason": "Different model paths and symptoms: DAC latent mismatch versus qwen3_omni_moe helper behavior." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug vs tensor-parallel OOM are unrelated." + "reason": "Video processor shape bug and Qwen2-57B tensor-parallel OOM are unrelated." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json loading bug vs removal of is_torch_fx_available; different code paths." + "reason": "Tokenizer.json handling and is_torch_fx_available removal are different regressions." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they concern different tokenization/model-loading behaviors." + "reason": "Different failures: trust_remote_code compatibility versus DeepSeek tokenizer correctness." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs LwDetr AMP crash; different subsystems." + "reason": "Input-size mismatch in OmDet-Turbo versus an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "DAC latent mismatch vs stale CI device override test are unrelated." + "reason": "Audio chat-template sampling-rate default versus video batched-shape output; different subsystems." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug." + "reason": "Different bugs and code paths: DAC forward mismatch versus a GraniteSpeech CI test issue." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output change vs Qwen3.5 recurrent-state reset are unrelated." + "reason": "Different regressions: Pegasus output drift across versions versus qwen3_5 recurrent-state reset." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Dtype change in evaluation vs pipeline error-message wording." + "reason": "Embedding dtype change during evaluate and a pipeline error-message issue are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Both are failures, but Flash Attention 2 tests and a Trainer broadcast type error are different bugs." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, same underlying bug." + "reason": "Same title and same Qwen3.5 MoE from_pretrained failure; 45478 looks like a likely duplicate of 45310." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Base model prefix loading regression vs Qwen3-VL weight-shape mismatch." + "reason": "ImportError for a flash-attention helper versus a Torch 2.10 compatibility issue." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different import/version problems: flash attention utility import vs Torch 2.10 compatibility." + "reason": "SigLIP2 docs/example errors versus BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer creation bug and Bamba torch.compile SDPA failure are different code paths." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC latent conversion vs position-id anomalies across models." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs example errors vs BeitImageProcessorFast label reduction bug." + "reason": "Different symptoms and subsystems: DAC latent mismatch versus unexpected position-id keys across many models." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video processor batch-shape issue vs label-reduction bug; no shared code-path." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe helper behavior." + "reason": "Different processors and different bugs." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols causing different import errors." + "reason": "Different import errors for different missing symbols." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Gemma 4 text-only fine-tuning token IDs vs Qwen2.5-VL video vision_position_ids." + "reason": "Python 3.13 Deberta import parsing issue versus qwen3_omni_moe helper behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/quantization issues vs position-id regressions; not the same bug." - }, - { - "left": "issue:43404", - "right": "issue:45200", - "accept": false, - "reason": "Mistral3 weight-tying issue vs Gemma 4 mm_token_type_ids defaulting issue." + "reason": "Documentation/example errors in SigLIP2 versus a broad position-id key regression; not the same issue." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:45381", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration." + "reason": "Gemma 4 token-type-id defaulting and Qwen2.5-VL video position ids are separate bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The duplicate-pair call is well grounded: issue:45310 and issue:45478 have the same title and clearly describe the same Qwen3.5 MoE from_pretrained failure. The rest of the pair verdicts stay conservative and do not overclaim duplicate status from superficial similarity alone." + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the 45310/45478 relationship: the packet shows identical titles and strong similarity, which supports a likely duplicate, but not a confirmed duplicate. Please soften that language (e.g., \"likely duplicate\" / \"best canonical issue\") and avoid claiming certainty beyond the packet evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6906,13 +6798,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 21, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:29127", "issue:29942", @@ -6924,27 +6816,25 @@ "issue:38175", "issue:40444", "issue:41720", - "issue:43065", "issue:43066", "issue:43278", "issue:43329", "issue:43335", + "issue:43404", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43653", "issue:43701", "issue:43720", "issue:43723", "issue:43873", "issue:43976", - "issue:43994", "issue:44112", "issue:44292", "issue:44448", - "issue:44451", "issue:44462", - "issue:44466", "issue:44493", "issue:44554", "issue:44568", @@ -6954,290 +6844,292 @@ "issue:44987", "issue:45072", "issue:45083", + "issue:45200", "issue:45229", + "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", - "issue:45520" + "issue:45520", + "issue:45563" ], "soft_pairs": [ + "issue:43404|issue:45200", "issue:29127|issue:32090", - "issue:44977|issue:45229", + "issue:43335|issue:43653", "issue:44448|issue:44779", + "issue:44977|issue:45229", "issue:38175|issue:44493", "issue:44292|issue:45520", "issue:43335|issue:43504", - "issue:43550|issue:44112", "issue:43335|issue:45083", + "issue:43550|issue:44112", "issue:43335|issue:45072", "issue:44568|issue:45491", "issue:43720|issue:44112", - "issue:44448|issue:44977", "issue:40444|issue:43526", + "issue:44448|issue:44977", "issue:43723|issue:44554", "issue:43335|issue:44112", "issue:34689|issue:35141", "issue:44857|issue:45072", "issue:43606|issue:44857", "issue:45372|issue:45406", - "issue:43873|issue:44493", + "issue:44977|issue:45563", "issue:43066|issue:44462", + "issue:43873|issue:44493", "issue:43873|issue:45229", "issue:43278|issue:43329", "issue:43701|issue:45083", "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:41720|issue:45229", + "issue:45245|issue:45563", "issue:32090|issue:33357", "issue:43976|issue:45440", "issue:37428|issue:44987", - "issue:44451|issue:45520", - "issue:45372|issue:45459", - "issue:44448|issue:44466", - "issue:43065|issue:45412", - "issue:43065|issue:43994" + "issue:45372|issue:45459" ], - "prepared_review_unit_hash": "74ce5f7cfbb12487c06b0137928f505c6b7c41ac7e61423a2b1d6fef7262b6ed", + "prepared_review_unit_hash": "3cf32d8dde04e3ec2e05f226fc6c409f661619fcee9df6791cb37c21a39f459c", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38315, - "estimated_input_tokens": 9579, - "estimated_eval_tokens": 19414 + "serialized_chars": 38348, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the set is a collection of unrelated Transformers issues across tokenizers, vision models, attention backends, loading, and CI. The clearest canonical issue is the tied-weights serialization regression.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44466 is the most concrete, well-scoped regression report here: it has a clear v4 vs v5 behavior split, an explicit symptom (`lm_head.weight` serialization), and a narrow code path.", + "summary": "The cluster is highly heterogeneous; none of the soft-similarity pairs look like true duplicates or the same fix. The closest hub is issue 43335, but it is still only a local config bug among many unrelated model/tokenizer/runtime problems.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43335 is the closest thing to a hub in this set: it is a concrete, self-contained bug with multiple weak similarity links, even though the overall cluster is not a single duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest representative issue for triage: specific, reproducible, version-bounded, and directly tied to a likely single fix.", + "best_issue_reason": "issue:43335 is the best representative anchor because it describes a specific code-path bug with a plausible single fix, whereas the rest of the cluster is a grab bag of unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: Mistral3 lm_head tying vs Gemma 4 multimodal token-type handling." + }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failures and code paths: LayoutLMv3 box-content error messaging vs Trainer `_gpu_broadcast_one` NoneType broadcast." + "reason": "Unrelated error classes: layoutlmv3 box-information message vs Trainer NoneType GPU broadcast crash." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Both mention model inference problems, but one is a flash-attention generation bug and the other is a multi-GPU OOM on Gemma4." + "reason": "Different subsystems: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: Pegasus output mismatch vs DeepSeek tokenizer regression." + "reason": "Both are v4/v5 output regressions, but on different tokenizer/model paths and different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different issues: flash-attention generation failure vs multi-GPU CUDA OOM." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SIGLIP2 zero-probability issue is unrelated to the position-id unexpected key regression." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id key warnings." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Both touch runtime/attention setup, but one is an NVFP4 model error and the other is a Python 3.13 flash_attn import KeyError." + "reason": "Qwen-NVFP4 runtime failure is unrelated to the Python 3.13 flash_attn import-key error." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to BEiT legacy-field loading failure." + "reason": "SwitchTransformers config bug and BEiT legacy-field loading bug are unrelated." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Different subsystems: Bamba torch.compile+SDPA failure vs GraniteSpeech CI device-override test flake." + "reason": "Different model families and code paths; not the same underlying bug." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe helper-length issue are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the GraniteSpeech stale-test device override issue." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different problems: sparse-layer config creation vs dtype mismatches in bfloat16 inference." + "reason": "Sparse-layer creation bug vs bfloat16 dtype mismatch in inference are different problems." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings under mixed-length sliding-window attention." + "reason": "Tokenizer special-token behavior does not match the Gemma3 NaN attention/embedding failure." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech CI test issue." + "reason": "Packed-weight loading bug and a CI test/device-override issue are not the same change." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "Qwen2.5-VL iterable dataset handling is unrelated to BEiT fast processor label reduction." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Different modalities and APIs: Qwen2.5-VL iterable dataset handling vs BEiT label reduction in the fast image processor." + "reason": "Different regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the MPS attention value/query head-dim correctness issue." + "reason": "Tokenizer loading bug and an MPS attention correctness issue are different code paths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config regression and GraniteSpeech CI device override are distinct." + "reason": "No shared bug; one is SwitchTransformers config creation, the other is a stale CI device-override test." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading breakage is unrelated to the post-init output-embedding reinitialization bug." + "reason": "Llama 3.2 Vision model loading regression is unrelated to token-embedding reinitialization on resize." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is different from bfloat16 dtype mismatches in inference." + "reason": "Different dtype/device problems in different models and execution modes." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP crash are different runtime bugs." + "reason": "CPU offload device mismatch is not the same as float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import dependency issue is not the same as transformers serve missing `_tokenizer` attribute." + "reason": "Both involve Gemma 4, but one is a missing mistral_common import and the other is a missing _tokenizer attribute; different root causes." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Quantized offloading behavior is unrelated to the unexpected position-id key issue." + "reason": "Generation instability with flash-attention is unrelated to the stale warning about num_return_sequences." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring `tokenizer.json` are both tokenizer-related but distinct failure modes and fixes." + "reason": "Wrong tokenizer decoder type in v5 is different from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and position-id key warnings are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading mismatch is not the same bug as Gemma4 multi-GPU OOM." + "reason": "Offloading/quantization issue is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to multimodal token counting in the video branch." + "reason": "Embedding dtype drift and multimodal token-count helper bugs are different problems." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length calculation." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same issue as embedding reinitialization after resizing." + "reason": "Flash Attention 2 test failures are not the same as embedding reinitialization on resize." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba SDPA/compile failure is unrelated to qwen3_omni_moe length helper behavior." + "reason": "torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "CUDA assert on Qwen3 device mapping is a different bug from Gemma4 multi-GPU OOM." + "reason": "Different symptoms and likely different layers: auto device mapping cudaErrorAssert vs inference OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale warning emission are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error and MacOS bus error on community CLIP are unrelated." + "reason": "Trainer NoneType broadcast crash is unrelated to MacOS bus error on community CLIP." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Python version incompatibility is unrelated to DeepseekV3MoE remote-vs-native divergence." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Flash-attention import name breakage is different from loading `physical-intelligence/fast` on transformers>=5.1.0." - }, - { - "left": "issue:44451", - "right": "issue:45520", - "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 `flash_attn` KeyError." + "reason": "Missing flash_attention_utils import and a model-loading failure for physical-intelligence/fast are not the same bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor dependency import failure is unrelated to tokenizer error masking when protobuf is absent." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus output differences and `lm_head.weight` serialization inconsistency are separate regressions." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated issues." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Sam3PixelDecoder placeholder layer and SIGLIP2 nonsensical outputs are different bugs." + "reason": "Gemma 4 processor import failure and tokenizer errors hidden by protobuf handling are different issues." } ] }, @@ -7253,13 +7145,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 22, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:25251", "issue:29127", @@ -7269,19 +7161,16 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:36010", "issue:39692", "issue:42915", "issue:42994", + "issue:43065", "issue:43257", - "issue:43262", "issue:43278", - "issue:43334", "issue:43381", "issue:43421", "issue:43504", "issue:43526", - "issue:43531", "issue:43653", "issue:43701", "issue:43756", @@ -7293,7 +7182,10 @@ "issue:44279", "issue:44361", "issue:44442", + "issue:44448", + "issue:44451", "issue:44464", + "issue:44466", "issue:44479", "issue:44610", "issue:44743", @@ -7304,13 +7196,17 @@ "issue:45103", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", "issue:45412", "issue:45440", - "issue:45491" + "issue:45491", + "issue:45520" ], "soft_pairs": [ + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:25251|issue:32090", "issue:44186|issue:45198", "issue:43278|issue:43381", @@ -7318,9 +7214,9 @@ "issue:44265|issue:45198", "issue:44361|issue:45198", "issue:43257|issue:43278", - "issue:43994|issue:45412", - "issue:43421|issue:45491", "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:43994|issue:45412", "issue:42915|issue:42994", "issue:44206|issue:44479", "issue:43756|issue:45440", @@ -7328,235 +7224,224 @@ "issue:44610|issue:45412", "issue:29942|issue:30064", "issue:33357|issue:39692", - "issue:45103|issue:45372", "issue:32090|issue:33290", + "issue:45103|issue:45372", "issue:29127|issue:34567", "issue:45072|issue:45229", "issue:43824|issue:44279", "issue:43381|issue:43701", "issue:43653|issue:44442", "issue:43526|issue:44186", - "issue:44464|issue:45491", - "issue:43334|issue:43531", - "issue:43262|issue:44206", - "issue:44977|issue:45245", - "issue:29942|issue:36010", - "issue:29127|issue:33357" + "issue:44464|issue:45491" ], - "prepared_review_unit_hash": "6a15b86951584d181a323ab5003e3c8577ef593ee58b7f3645eb336a5808c708", + "prepared_review_unit_hash": "3ada753b45e63b7c7fefaa5f00f41c4dabc037cc82ee0f0623c6f3b464341cbb", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 30, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similar pairs share broad themes (tokenizers, eval-mode bugs, model loading, CI regressions) but not the same concrete failure or code path. I would not merge any of the proposed soft edges.", - "confidence": 0.19, - "canonical_issue_reason": "There is no strong canonical issue here; the items span unrelated bugs across pipelines, tokenizers, vision processors, trainer/runtime, and model-loading paths.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "issue:45198 is the cleanest standalone bug report in the set, with a concrete model-specific failure and actionable scope, but it does not serve as a duplicate hub for the rest.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, vision, training, quantization, import, and performance regressions. I do not see a single underlying bug or change that ties the soft-edge pairs together, so all candidate duplicate links are rejected.", + "confidence": 0.21, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is a clear, self-contained user-facing bug report with a specific model, reproducible bad output, and a concrete failure mode; it is the strongest standalone representative in this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: one is pipeline top_k output shape, the other is device-dependent lm_head serialization." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: model loading for ScandiBERT vs a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model areas and symptoms; a dummy Conv2d in SAM3 pixel decoding is not the same as SigLIP2 producing nonsense outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A pixel-decoder placeholder layer and an RT-DETR memory leak are unrelated bugs." + }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output-shape change and Trainer _gpu_broadcast_one NoneType crash are unrelated subsystems and failure modes." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast NoneType errors." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different bugs." + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER padding crashes vs Wav2Vec2 save/tokenization failures." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype drift and gradient-checkpointing-in-eval are distinct issues with different triggers and code paths." + "reason": "One is dtype drift between train/eval, the other is a checkpointing restriction in eval mode; not the same bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token decode behavior and Qwen3-MoE recurrent-state reset are unrelated tokenizer vs model-cache problems." + "reason": "Tokenizer special-token registration and Qwen recurrent-state reset are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are different features and failure points." + "reason": "torch.export exportability via torch_compilable_check is a different code path from Wav2Vec2 save_pretrained/tokenization." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer bugs." + "reason": "MLukeTokenizer task AttributeError is unrelated to the Wav2Vec2 serialization/tokenization issue." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and embedding dtype mismatch during eval are unrelated training/inference issues." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype changes in eval." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory not being released describe different model families and bug classes." + "reason": "Gemma EOS-token config mismatch and Qwen3.5 flash-attention generation failure are different problems." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token/post-processor update behavior is not the same as Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation issues are different model/config problems." + "reason": "SigLIP2 inference nonsense and RT-DETR memory release behavior are different bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-adjacent but not the same bug." + "reason": "Both involve quantization, but one is FP8 model loading and the other is saving quantized models; not the same defect." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen2.5/Qwen3 video-input regression are distinct regressions." + "reason": "Unsupported feature-extractor args for LasrFeatureExtractor are unrelated to Qwen VL video input regressions." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence concern different architectures and implementation gaps." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 implementation divergence are different model-architecture issues." }, { "left": "issue:43504", "right": "issue:44857", "accept": false, - "reason": "Beit pretrained loading legacy-field issue and LwDetrImageLoss AMP/CUDA crash are unrelated vision bugs." + "reason": "Legacy preset loading in BEiT segmentation and float16 CUDA loss crashes are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor output-size mismatch and RT-DETR memory leak are not the same code-path problem." + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory cleanup." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing failures are separate CI vs preprocessing issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing failures are different failures in different subsystems." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for a CLIP model and SigLIP2 docs errors/quantization failure are different model and documentation issues." + "reason": "MacOS CLIP bus error and SigLIP2 documentation/example errors are not the same bug." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "auto_docstring annotations crash and Gemma4 processor import failure are unrelated tooling vs dependency problems." + "reason": "NoneType broadcast failure in Trainer is unrelated to Adafactor + DeepSpeed OOM." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different runtime failures." + "reason": "auto_docstring annotation parsing and Gemma4 processor import errors involve different modules and causes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are different trainer/model concerns." + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "dtype mismatch in bfloat16 inference and Gemma4 31B multi-GPU OOM are not duplicates." + "reason": "bfloat16 dtype mismatch in CI is unrelated to Gemma4 31B multi-GPU OOM." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import failure and generic transformers dependency issue are too broad and not the same underlying bug." + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing blocked in eval mode and resume_from_checkpoint key mismatch are unrelated checkpoint/eval behaviors." + "reason": "Eval-mode gradient checkpointing restriction and resume-from-checkpoint key mismatch are different training issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBird tokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash affect different components and inputs." + "reason": "BEiT fast processor label reduction and LayoutLMv2 tokenizer crashes are different code paths." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings from sliding-window attention are distinct generation vs attention bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window issue are different model/config regressions." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting and unsupported center arg in a feature extractor are unrelated audio preprocessing issues." - }, - { - "left": "issue:44977", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are clearly different failure classes." - }, - { - "left": "issue:29942", - "right": "issue:36010", - "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import breakage are unrelated CI/test vs import API issues." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error do not share a concrete code path." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are distinct generation/attention bugs." } ] }, @@ -7572,40 +7457,38 @@ "component_index": 2, "component_count": 13, "review_unit_index": 23, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:29127", "issue:29942", "issue:33290", + "issue:33357", "issue:33666", "issue:34567", - "issue:34689", "issue:35141", + "issue:36010", "issue:39692", "issue:42915", "issue:43232", + "issue:43262", "issue:43316", - "issue:43381", + "issue:43334", "issue:43388", - "issue:43493", "issue:43525", "issue:43526", + "issue:43531", "issue:43575", - "issue:43611", "issue:43646", "issue:43673", "issue:43701", - "issue:43720", "issue:43723", "issue:43761", - "issue:43827", - "issue:43873", "issue:43931", "issue:43994", "issue:44077", @@ -7621,23 +7504,30 @@ "issue:44857", "issue:44898", "issue:44964", + "issue:44977", "issue:45003", "issue:45072", "issue:45216", + "issue:45245", "issue:45290", "issue:45440", "issue:45479", "issue:45491" ], "soft_pairs": [ + "issue:43334|issue:43531", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357", "issue:29127|issue:35141", "issue:43761|issue:44079", - "issue:44442|issue:45072", "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:43232|issue:43388", "issue:43526|issue:44857", - "issue:43526|issue:44610", "issue:44479|issue:45290", + "issue:43526|issue:44610", "issue:44743|issue:44811", "issue:43723|issue:45479", "issue:45003|issue:45440", @@ -7645,231 +7535,218 @@ "issue:43931|issue:45216", "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:43994|issue:44206", "issue:43575|issue:44387", + "issue:43994|issue:44206", "issue:44964|issue:45440", - "issue:29942|issue:33666", "issue:43316|issue:43525", + "issue:29942|issue:33666", "issue:39692|issue:45491", "issue:44442|issue:44898", "issue:33290|issue:34567", - "issue:43673|issue:44743", - "issue:34689|issue:43611", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:33290|issue:35141", - "issue:44077|issue:44479", - "issue:33290|issue:34689", - "issue:43720|issue:44442" + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "288d650d08c6fd12b3cd01fe7f3dd6a7631c4a034908489f19c5b93b3bd51fb6", + "prepared_review_unit_hash": "ea6bdb103755c5b90b3625240cb68040878cfa45ae9c60692bf21c64e55846d2", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "soft_pair_count": 29, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated Transformers bugs/regressions across loading, generation, quantization, processors, and docs. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous for one issue to represent the others well.", + "summary": "This cluster is not a true duplicate set: the items span many unrelated model-, training-, processor-, and generation-specific bugs. The soft links are mostly lexical similarity rather than the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "If a single representative is needed, issue:45003 is the broadest/open-ended bug in the set, but it is still only a weak proxy because the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue: the set spans unrelated bug classes, so any single issue would be a poor umbrella representative.", + "best_issue_reason": "issue:45003 is the best available umbrella representative due to its broad modeling_utils scope, but it does not actually match most of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Different problems: error-message clarity for LayoutLMv3 boxes vs token-embedding reinit in post_init." + "reason": "Different problems: missing pad_token_id on Qwen3-VL vs a sliding-window issue on Qwen3-MoE." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "One is CLIPVisionModel not returning hidden_states; the other is ModelOutput key assignment when a prior key was None." + "reason": "Audio chat-template sampling-rate default bug vs a feature extractor passing an unsupported center arg." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Both mention failures, but one is a flash-attention generation regression and the other is an unrelated category-count RuntimeError." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs a CLIP bus error on macOS; different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Clarifying a LayoutLMv3 boxes error is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated code paths." + "reason": "CLIPVisionModel hidden_states regression is distinct from ModelOutput key assignment behavior." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Qwen3-VL weight-shape mismatch at load time." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs/sync_gpus issue vs gather_for_metrics dropping tuple labels in the last batch." + "reason": "Generation kwargs synchronization bug is unrelated to gather_for_metrics dropping tuple labels." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + "reason": "BeitImageProcessorFast reduce_labels bug is not the same as LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:43526", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Label reduction returning one label vs OmDet-Turbo processor/model resolution mismatch." + "reason": "Video input regression for Qwen VL models is distinct from chat-template crashes on tool-call assistant messages." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Video-input regression in Qwen VL variants vs chat-template crash on tool-call assistant messages." + "reason": "Both are processor-related, but one is label reduction and the other is OmDet-Turbo image size mismatch." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Cache/recurrent-state reset bug vs Whisper processor batch_decode skip_special_tokens handling." + "reason": "Recurrent state reset in modular_qwen3_5.py does not match Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading regression in v5 vs zero-loss classification bug for num_labels=1." + "reason": "Tokenizer loading regression in v5 is unrelated to single-label classification producing zero loss." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP loading OOM for a large Qwen model vs resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model weight-shape mismatch loading Qwen3-VL vs incorrect saved checkpoint in Qwen3.5 save_pretrained." + "reason": "Qwen3-VL load-time weight mismatch is different from Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage vs patchtsmixer post_init API constraint." + "reason": "Custom model initialization breakage in Transformers 5.0 is not the same as patchtsmixer's post_init policy change." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states omission in CLIPVisionModel vs attention-kernel divergence caused by torch.compile branching." + "reason": "CLIPVisionModel hidden_states regression is unrelated to divergent attention kernels under torch.compile." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs unsupported center arg crash in LasrFeatureExtractor." + "reason": "Model load OOM with tensor parallelism is distinct from increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "Model-specific TP OOM vs broader int4 quantization reserved-memory regression." + "reason": "SigLIP2 inference/pipeline issue is not the same as the unsupported center arg crash in LasrFeatureExtractor." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading failure vs DeepSeek remote/native implementation divergence." + "reason": "Phi-4 multimodal load failure is unrelated to DeepSeekV3MoE behavioral divergence." }, { - "left": "issue:29942", - "right": "issue:33666", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Flash Attention 2 test failures vs Qwen2-VL multi-GPU training request." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in shape but not the same bug." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:29942", + "right": "issue:33666", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id." + "reason": "Flash Attention 2 test failures are unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 docs example errors vs Gemma3 mixed-length GPU NaN embeddings." + "reason": "SigLIP2 documentation example errors are not the same as Gemma3 NaN embeddings from mixed-length batching." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure." + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are separate model/processor bugs." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/deepspeed OOM vs TrainerState num_input_tokens_seen not updating." + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache in v5 chunked_prefill vs recurrent states resetting with cache." - }, - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Llama 3.2 Vision loading regression vs base_model_prefix-related model loading break in v5." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing blocked in eval mode vs quantization offloading not working as expected." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX implementation mismatch vs docs still referencing removed pipeline()." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "OOM with Adafactor in deepspeed vs output embedding reinitialized after resizing token embeddings." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Optional post_init policy for patchtsmixer vs video-input regression for Qwen VL variants." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading failure in accelerate vs FastSpeech2ConformerTokenizer loading failure." + "reason": "Missing GenerationMixin cache in v5.0.0 is not the same as recurrent states resetting in Qwen3.5 modular code." } ] }, @@ -7885,13 +7762,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 24, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:16998", "issue:22355", @@ -7899,6 +7776,7 @@ "issue:28282", "issue:33290", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", "issue:39692", @@ -7906,20 +7784,21 @@ "issue:41950", "issue:42175", "issue:43065", - "issue:43295", "issue:43316", "issue:43381", "issue:43388", "issue:43404", "issue:43441", "issue:43475", + "issue:43493", "issue:43540", + "issue:43611", "issue:43643", "issue:43688", "issue:43716", + "issue:43720", "issue:43749", - "issue:43761", - "issue:43825", + "issue:43827", "issue:43856", "issue:43873", "issue:43931", @@ -7927,226 +7806,245 @@ "issue:44162", "issue:44190", "issue:44206", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", "issue:44617", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", "issue:45372" ], "soft_pairs": [ + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", "issue:41628|issue:45372", + "issue:43720|issue:44442", "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43873|issue:44871", "issue:39692|issue:44206", "issue:44190|issue:44496", - "issue:43381|issue:43856", "issue:33290|issue:36331", - "issue:44855|issue:45137", + "issue:43381|issue:43856", "issue:34689|issue:36010", + "issue:44855|issue:45137", "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:44162|issue:44792", "issue:43388|issue:43688", "issue:42175|issue:43316", - "issue:43404|issue:43441", "issue:16998|issue:22355", + "issue:43404|issue:43441", "issue:25251|issue:28282", "issue:43065|issue:44617", - "issue:43316|issue:43716", "issue:41950|issue:43475", - "issue:43295|issue:43825", - "issue:45127|issue:45200", - "issue:43761|issue:44479", - "issue:44077|issue:44534" + "issue:43316|issue:43716" ], - "prepared_review_unit_hash": "b32a38b4f6dd8d6378d8b620f50fb05531abef9b816f957194331f96ed17b631", + "prepared_review_unit_hash": "e48eaaa041a75a58a5d50488235c6f805e4af9034ad520bbc504570dad2e851a", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35183, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "soft_pair_count": 28, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy collection of unrelated Transformers issues across imports, configs, training, multimodal processors, and docs/regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "The set is heterogeneous; there is no single underlying bug or duplicate family to use as a canonical issue.", + "summary": "This set is heterogeneous; none of the proposed soft edges look like true duplicates. The strongest standalone issue to anchor the cluster is #43749, but it does not match the others closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must represent the set, #43749 is the most central by discussion/inbound refs and describes a concrete loader bug; the rest are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a duplicate hub because the items span different subsystems, failure modes, and model families.", + "best_issue_reason": "#43749 is the most actionable and highest-signal issue here, but it is only a representative, not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are load-time regressions, but they hit different model paths and failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Checkpointing-in-eval and quantized offloading are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift vs docs still using pipeline() are different issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed Adafactor OOM is unrelated to embedding reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading regression are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video regression do not share a code path." + }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols, different components, and different failure causes." + "reason": "Different missing imports from different APIs/packages." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading and tokenizer loading are unrelated." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "One is about FSDP CPU RAM efficient loading; the other is a Qwen3-VL weight-shape loading mismatch. Different bugs." + "reason": "FSDP CPU-efficient loading and Qwen3-VL shape mismatch are separate loader bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both concern config behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." + "reason": "trust_remote_code field loss is not the same as rotary_pct reset on reload." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated issues." + "reason": "Quantized offloading and Gemma eos_token_id mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:44206", "accept": false, - "reason": "Both mention docs/examples, but they describe different model-specific errors and different code paths." + "reason": "Docs example errors are not the same as a center-arg crash in feature extraction." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local dataset loading problem is not the same as an unrecognized model/config.json model_type error." - }, - { - "left": "issue:43381", - "right": "issue:43856", - "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime problems." + "reason": "Local dataset loading and unrecognized model config are different problems." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "An optimizer OOM in DeepSpeed and a custom trainer signature mismatch are unrelated bugs." + "reason": "OOM in training versus a Trainer signature mismatch." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque underflow are different failure modes." + "reason": "Eval-mode checkpointing and MoE memory inefficiency are separate issues." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A model-loading regression for Llama 3.2 vision is not the same as a GenerationMixin import error." + "reason": "Model-loading regression and GenerationMixin import breakage are different." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 script parsing bug and ZeRO-3 deque error are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen multimodal input handling, but the failing code paths and symptoms differ (video processing vs batched chat template padding)." + "reason": "Video input validation in Qwen3OmniMoe differs from batched chat-template padding crash." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is an API inconsistency in Gemma3TextConfig and the other is strict loading for granite_speech." + "reason": "Gemma3TextConfig API mismatch is not the same as granite_speech strict-config loading." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus test failure are unrelated model-specific issues." + "reason": "ESM2 breakage and a janus test failure are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "A last-batch metric gathering bug is not the same as auxiliary loss normalization in MoE models." + "reason": "Label truncation in gather_for_metrics is different from aux-loss normalization." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend packaging/install issues are unrelated to Gemma3TextConfig API discrepancies." + "reason": "Missing TensorFlow backend and config API discrepancy are unrelated." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Weight tying in Mistral3 and FlashAttention failures in Ministral-3 are different concrete bugs." + "reason": "model_max_length question and missing transformers.onnx import are unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "lm_head tying bug and FlashAttention failure are different Mistral-3 issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are entirely different issues." + "reason": "Pipeline output shape change is unrelated to missing PyTorch." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video OOM." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup and missing fpn_position_embeddings in Sam3Video are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer regression and a pipeline error-message wording bug are different code-path issues." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with extended vocab and mm_token_type_ids defaults for Gemma 4 are unrelated problems." + "reason": "Image-processor lookup in video classification is unrelated to missing fpn embeddings." }, { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model families and failure paths." - }, - { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "PatchTSMixer post_init allowance and non-persistent buffer junk filling are unrelated v5 behavior changes." + "reason": "Gemma3TextConfig API discrepancy and Mistral3 dtype mismatch are different bugs." } ] }, @@ -8162,13 +8060,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 25, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:32090", "issue:35141", @@ -8176,27 +8074,24 @@ "issue:42617", "issue:43065", "issue:43295", - "issue:43388", "issue:43452", "issue:43525", "issue:43531", "issue:43550", "issue:43575", - "issue:43582", "issue:43606", "issue:43646", - "issue:43650", "issue:43701", "issue:43742", "issue:43761", + "issue:43825", "issue:43827", "issue:43873", "issue:43906", "issue:43931", "issue:43994", "issue:44060", - "issue:44190", - "issue:44220", + "issue:44077", "issue:44242", "issue:44464", "issue:44479", @@ -8210,234 +8105,250 @@ "issue:44913", "issue:44933", "issue:44938", - "issue:44964", "issue:44977", + "issue:45127", + "issue:45200", "issue:45245", "issue:45290", "issue:45362", "issue:45381", "issue:45406", - "issue:45542" + "issue:45542", + "issue:45563" ], "soft_pairs": [ + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:44077|issue:44534", "issue:43550|issue:43701", - "issue:43606|issue:43701", "issue:43295|issue:44871", + "issue:43606|issue:43701", "issue:44734|issue:45406", - "issue:43452|issue:44496", "issue:43646|issue:44913", + "issue:43452|issue:44496", "issue:43906|issue:45290", - "issue:43761|issue:44242", "issue:43575|issue:43742", + "issue:43761|issue:44242", "issue:42617|issue:43575", "issue:43931|issue:44060", "issue:44521|issue:45381", "issue:43575|issue:43873", - "issue:44792|issue:44977", - "issue:44479|issue:44734", "issue:32090|issue:35141", "issue:44464|issue:44871", + "issue:44464|issue:45563", + "issue:44479|issue:44734", "issue:43525|issue:43531", + "issue:44792|issue:44977", "issue:44933|issue:45362", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", - "issue:44938|issue:45542", - "issue:44190|issue:44964", - "issue:43388|issue:43582", - "issue:43650|issue:44220" + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "82c10297158f9c2c9aab27273d670dd9546443aec4a0e49c81a0a771e44c61fd", + "prepared_review_unit_hash": "cc4c1bd2113bad04c3324d0d70cec78dcdb18f8bdd11b6f2f37d400b65f5e0e3", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35601, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35701, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This similarity cluster is noisy: the paired issues span unrelated bugs across training, loading, multimodal chat templates, device mapping, serving, docs, and model-specific regressions. I do not see any true duplicate pair among the soft edges, so all candidates should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this set; the items are thematically broad but describe different concrete failures in different code paths and models.", + "summary": "These items are a mixed set of unrelated bugs and regressions across loading, generation, multimodal chat/template handling, quantization/offload, and model-specific config issues. The soft edges mostly connect superficially similar reports, but they do not appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is a clear, active, well-scoped bug report with multiple references and a concrete multimodal failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is appropriate because the cluster is not a duplicate set; the closest thing to a representative item would still be arbitrary.", + "best_issue_reason": "issue:44521 is one of the strongest triage candidates here: specific repro, active discussion, and an actionable code-path bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different problems: torch.compile/SDPA failure in Bamba vs checkpoint key mismatch in resume_from_checkpoint." + "reason": "Different failures: processor/tokenizer API regression versus a pipeline error-message/docs issue." }, { - "left": "issue:43606", + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different models and mechanisms: LoRA merge/tied embeddings collapse versus Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and code paths: CLIP hidden_states regression versus Qwen VL video-input regression." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint key mismatch on resume." + "reason": "Unrelated: torch.compile/SDPA failure in Bamba versus resume_from_checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both involve serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer; different code paths." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "gguf_file handling for tokenizer/model loading is not the same bug as an unrecognized model missing model_type." + "reason": "Both involve serving, but one is KV-cache indexing and the other is a missing processor attribute; different bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader and distinct from GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model init breakage is unrelated to GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Isolated reproduction of another issue is not the same as apply_chat_template crashing on tool-call assistant messages." + "reason": "GGUF loading breakage is not the same as an unrecognized config/model_type error." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to load balancing loss omission when output_router_logits=False." + "reason": "Insufficient evidence of same root cause; one is an isolated repro of another issue, the other is a specific chat-template crash." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2 large-model OOM with tensor parallelism is unrelated to a key error when loading MobileLLM-125M." + "reason": "OOM during tensor-parallel loading is unrelated to a key error on a different model." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and load-balancing loss omission are different subsystems and symptoms." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is a different runtime issue from tensor-parallel OOM on Qwen2-57B." + "reason": "3d_parallel.py startup failure is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL loading is different from an incorrect tied-weights warning in Qwen3-Next." + "reason": "Weight shape mismatch on load is different from a tied-weights warning bug." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating is not the same as wrong vision_position_ids for qwen2.5-vl video input." + "reason": "Both are multimodal regressions, but assistant masks in chat template and vision_position_ids in video input are different code paths." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Model OOM under tp is unrelated to offloading not working as expected with quantization." + "reason": "TP OOM and quantization/offloading behavior are not the same underlying issue." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "A failed janus image-generation test is not the same bug as Qwen3.5 flash-attention generation issues." + "reason": "Trainer broadcast NoneType error is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Video-input regression across Qwen VL models is unrelated to serve KV-cache continuation tensor indexing." + "reason": "Compiled chunked generation inconsistency is unrelated to eos_token_id config mismatch." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Trainer _gpu_broadcast_one TypeError and output embedding reinitialization after resize are different bugs." + "reason": "Generation inconsistency and a stale warning are different bugs." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "Video-input regression in Qwen VL is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are separate model config issues." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Missing import from image_utils is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to Siglip2 producing nonsensical outputs with AutoModel/pipeline." + "reason": "Stale docs/error-message references to pipeline are not the same as SigLIP2 producing bad outputs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not round-tripping." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." + "reason": "Qwen3 auto device-map cuda assert is unrelated to the category-count limit error." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is not the same as the undefined tf backend caused by only tensorboard being installed." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading for a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." - }, - { - "left": "issue:43388", - "right": "issue:43582", - "accept": false, - "reason": "gather_for_metrics dropping tuple labels and Apple Silicon caching_allocator_warmup TypeError are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "The placeholder issue 'ADD THE DATA' is clearly unrelated to _torch_extract_fbank_features()." + "reason": "Python 3.14 import/load failure is unrelated to a missing TensorFlow backend when only tensorboard is installed." } ] }, @@ -8453,13 +8364,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 26, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36246", "issue:38175", @@ -8472,19 +8383,19 @@ "issue:43116", "issue:43295", "issue:43335", + "issue:43388", "issue:43404", "issue:43479", "issue:43540", "issue:43550", - "issue:43643", + "issue:43582", "issue:43644", + "issue:43650", "issue:43761", - "issue:43854", "issue:43976", "issue:44016", "issue:44077", "issue:44079", - "issue:44112", "issue:44186", "issue:44190", "issue:44220", @@ -8496,28 +8407,30 @@ "issue:44683", "issue:44734", "issue:44743", - "issue:44792", "issue:44855", "issue:44871", "issue:44913", + "issue:44964", "issue:45003", "issue:45127", "issue:45216", "issue:45276", - "issue:45335", "issue:45357", "issue:45372", "issue:45375", "issue:45446" ], "soft_pairs": [ + "issue:44190|issue:44964", + "issue:43388|issue:43582", + "issue:43650|issue:44220", "issue:45127|issue:45357", "issue:43761|issue:44743", "issue:43644|issue:44913", - "issue:44355|issue:44855", "issue:44077|issue:44079", - "issue:43540|issue:44734", + "issue:44355|issue:44855", "issue:43976|issue:44855", + "issue:43540|issue:44734", "issue:44496|issue:45372", "issue:43295|issue:45276", "issue:43550|issue:44190", @@ -8531,225 +8444,221 @@ "issue:44186|issue:44734", "issue:36246|issue:41628", "issue:38175|issue:43065", - "issue:44246|issue:45003", "issue:44466|issue:44913", "issue:36246|issue:38617", + "issue:44246|issue:45003", "issue:44683|issue:45446", "issue:44016|issue:44220", - "issue:42175|issue:44279", - "issue:44112|issue:44792", - "issue:43854|issue:44792", - "issue:43295|issue:45335", - "issue:43643|issue:44496" + "issue:42175|issue:44279" ], - "prepared_review_unit_hash": "2ce840829fb2977f4e5290789276d9cee27dadbc0ba4a57cfa60941aadd0437f", + "prepared_review_unit_hash": "708a6ec2d626ff58f00e173d2efbec7f96e8083997460b229c118f366e0d968c", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37008, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated import errors, config/serialization regressions, model-specific runtime bugs, and example/script failures. None of the soft pairs look like the same concrete underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.7, - "canonical_issue_reason": "Issue 41628 is the broadest, most user-facing core API break in the set: a plain `transformers` import failure with a clear reproduction path. It is a reasonable anchor for nearby import/export regressions, though the cluster overall is still too mixed for a true duplicate canonical.", + "summary": "This set is a loose collection of unrelated Transformers bugs and regressions. Despite some superficial overlap around imports, configs, multimodal models, and flex_attention, none of the soft pairs look like the same underlying issue, so I would not merge any of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:41628 is the cleanest representative of the set: a clear, user-facing core API import regression with a concise title and broad impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the most generally useful issue to keep as the cluster representative: concise, high-impact, and centered on public importability rather than a model-specific edge case.", + "best_issue_reason": "issue:41628 is the strongest standalone issue here because it is specific, high-signal, and broadly relevant to import breakage in the library.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: local dataset loading in an example script vs loading a specific multimodal model; no shared code path." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric label dropping vs Apple Silicon allocator TypeError are unrelated bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/low-content issue vs an audio feature extraction bug; no common underlying defect." + }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA merge plus extended-vocab collapse while the other is incorrect visual encoder keys; different concrete failure modes and code paths." + "reason": "LoRA merge/tied-weights collapse vs incorrect visual encoder keys on save_pretrained are different serialization/model-editing problems." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Both involve model internals, but CLIPVisionModel missing hidden states and Qwen recurrent state reset are distinct bugs in different models and execution paths." + "reason": "CLIPVision hidden_states regression vs recurrent state reset in Qwen3.5 modular code; different model paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "One is a v5 buffer serialization issue and the other is GPTNeoX config reload losing `rotary_pct`; different subsystems and symptoms." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both are Python/import-related, but one is about compiled Python files broadly and the other is a specific `@torch.jit.script` parsing failure on Python 3.13." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload defaulting bug are distinct issues." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "These are unrelated: a `patchtsmixer` post-init constraint versus `ModelOutput` key assignment semantics." + "reason": "Config validation around post_init vs ModelOutput key assignment behavior; not the same bug." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video input validation versus `transformers serve` KV-cache continuation tensor indexing." + "reason": "Running compiled Python files vs DebertaV2 import parsing on Python 3.13 are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both reference Python-version breakage, but they are not the same bug: one is a 5.1.0 compatibility problem and the other is an import-time indentation/parsing error." + "reason": "General Python-version incompatibility vs a specific torch.jit/comment parsing error in one model." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve are different code paths." }, { "left": "issue:44496", "right": "issue:45372", "accept": false, - "reason": "Distinct loading problems for different models: unrecognized model/config versus a missing `ReasoningEffort` import breaking Gemma 4 processor loading." + "reason": "Unrecognized model/config issue vs Gemma 4 processor import failure; different root causes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both are regression-style API issues, but one is processor/tokenizer behavior and the other is token embedding resizing not propagating to tied outputs; not the same code-path problem." + "reason": "Processor.tokenizer regression vs Gemma4 embedding resize behavior; both multimodal-adjacent but not the same defect." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "A torch.compile/SDPA model bug and a dataset-loading script issue are unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to the image-classification local dataset loading problem." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Different failures in different areas: SwitchTransformers sparse-layer initialization versus DebertaV2 import parsing on Python 3.13." + "reason": "SwitchTransformers sparse-layer config bug vs DebertaV2 import syntax/parsing bug; no overlap." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "One is lm_head weight tying in Mistral3; the other is Qwen3.5 save_pretrained checkpoint corruption. Same broad theme, but not the same bug." + "reason": "LM head weight tying in Mistral3 vs incorrect Qwen3.5 save_pretrained keys are separate weight-serialization issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both are classification example-script problems, but multi-label empty results and local dataset loading failure are different issues." + "reason": "Multi-label classification empty results vs local dataset loading in another example script are different example-script bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Different example/script bugs: SigLIP2 doc/model mismatch and quantization errors versus local dataset loading in image classification." + "reason": "SigLIP2 documentation example errors vs image-classification no-trainer dataset loading are unrelated." }, { "left": "issue:43644", "right": "issue:44871", "accept": false, - "reason": "Unrelated config/serialization bug versus Gemma-3 EOS token inconsistency." + "reason": "Buffer initialization bug vs eos_token_id mismatch on Gemma-3 are separate config/model-state issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline processor lookup vs notebook syntax error are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they concern different models and different missing/defaulted fields." + "reason": "Different multimodal config problems for different models/fields; not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crashes for LayoutLMv2 versus serve-time KV cache indexing are different bugs." + "reason": "Tokenizer crash on NER/padding vs serve KV-cache tensor indexing are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing submodule export for Qwen2_5_VLImageProcessor and the other is a root `AutoImageProcessor` import failure; not the same symbol or path." + "reason": "Both are import errors, but one is a missing submodule export and the other is a missing top-level symbol; different API breakages." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model behavior issues." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowness and unsafe `sys.modules` access are different concerns; no shared concrete bug." + "reason": "SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d are unrelated model-behavior issues." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Inconsistent `lm_head.weight` serialization and GPTNeoX `rotary_pct` reload loss are separate serialization/config regressions." + "reason": "Device-dependent lm_head serialization vs GPTNeoX rotary_pct reload defaulting are different config/serialization bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors from different symbols and modules; they do not point to one shared failing code path." + "reason": "Different missing imports in different modules; same symptom, not same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import vs unsafe sys.modules access may be related in theme, but the concrete problems are not the same." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled runtime failure and the other is a version-check/import bug; too different to merge." + "reason": "Compiled flex_attention failure on torch>=2.9 vs an incorrect version check for AuxRequest import are different flex_attention bugs." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and `_torch_extract_fbank_features()` behavior are unrelated." + "reason": "Notebook syntax error vs audio feature extraction issue are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is missing TensorFlow from the torch extra install, the other is a generic dependency issue; not the same defect." - }, - { - "left": "issue:44112", - "right": "issue:44792", - "accept": false, - "reason": "Different failing tests in different models/subsystems, with no shared code path." - }, - { - "left": "issue:43854", - "right": "issue:44792", - "accept": false, - "reason": "Unit-test model loading for GLM-4.7-Flash and Janus image generation failures are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Different embedding-resize regressions in different model families; not the same underlying bug." + "reason": "TensorFlow missing from a [torch] install is not the same as a general dependency issue." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "AutoConfig missing fields under `trust_remote_code` and an unrecognized model/config.json error are different loading issues." + "reason": "Import-time slowness and unsafe sys.modules access may touch import machinery, but they are not the same concrete defect." } ] }, @@ -8765,24 +8674,24 @@ "component_index": 2, "component_count": 13, "review_unit_index": 27, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:38175", "issue:41950", "issue:42907", + "issue:43295", "issue:43299", "issue:43441", "issue:43479", "issue:43525", "issue:43526", - "issue:43550", "issue:43577", + "issue:43643", "issue:43650", "issue:43673", "issue:43824", @@ -8795,22 +8704,19 @@ "issue:44112", "issue:44242", "issue:44279", - "issue:44297", "issue:44336", "issue:44351", "issue:44368", "issue:44462", - "issue:44464", "issue:44496", "issue:44521", - "issue:44617", "issue:44683", + "issue:44792", "issue:44871", "issue:44877", "issue:44933", "issue:44964", "issue:44987", - "issue:45020", "issue:45042", "issue:45081", "issue:45200", @@ -8818,264 +8724,246 @@ "issue:45245", "issue:45278", "issue:45325", + "issue:45335", "issue:45357", "issue:45405", - "issue:45542" + "issue:45542", + "issue:45561", + "issue:45563" ], "soft_pairs": [ + "issue:44112|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496", + "issue:45561|issue:45563", "issue:43299|issue:45216", "issue:42907|issue:43441", - "issue:44112|issue:44964", "issue:44016|issue:44062", + "issue:44112|issue:44964", "issue:44871|issue:45245", + "issue:43854|issue:44964", "issue:43673|issue:44336", "issue:43976|issue:44987", - "issue:43526|issue:43901", "issue:44496|issue:45042", + "issue:43526|issue:43901", "issue:43824|issue:44933", "issue:43976|issue:44279", "issue:43299|issue:45357", "issue:43577|issue:45216", - "issue:43901|issue:44496", "issue:44075|issue:44368", "issue:44521|issue:45325", - "issue:43854|issue:44964", + "issue:43901|issue:44496", "issue:44242|issue:45200", - "issue:44464|issue:45245", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44351|issue:45278", "issue:43479|issue:43525", "issue:41950|issue:43650", "issue:44496|issue:44877", - "issue:41950|issue:45020", - "issue:44462|issue:45081", - "issue:43550|issue:44964", - "issue:44279|issue:45405", - "issue:44297|issue:44462", - "issue:43299|issue:43854", - "issue:38175|issue:44617" + "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "7e6bc0c48c242057aa6a79801ded70c588c5647447ead5627399b7467d87fe40", + "prepared_review_unit_hash": "d2831091fceab457522878ab18643d7f28cb77089cda4264f6e33018a9f271ff", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37202, - "estimated_input_tokens": 9301, - "estimated_eval_tokens": 18858 + "soft_pair_count": 29, + "serialized_chars": 36379, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this cluster are unrelated Transformers bugs touching different models, APIs, or subsystems. The only plausible duplicate is the Qwen3.5 `save_pretrained` regression pair, where the later report looks like the same checkpoint-serialization bug resurfacing.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45216 is the clearest canonical target for the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a follow-up on the same broken serialization path.", + "summary": "This cluster is dominated by loosely related Transformers regressions around model loading, config handling, tokenizers, and multimodal processing. The soft pairs mostly share broad subsystem keywords but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44964 is an open, concrete latest-transformers model-loading regression and is representative of the cluster\u2019s main theme better than the narrower or more one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best duplicate anchor in this cluster because it is concrete, reproducible, and directly matches the only strong soft-edge pair.", + "best_issue_reason": "44964 is the best anchor issue because it is current, user-facing, and specific enough to represent the broader family of load/config regressions in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "Both are test failures, but they concern different models and different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an embedding resize bug in t5gemma. Different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized-model/config.json issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate warning are unrelated bugs." + }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different model families and failure modes: Qwen3VL MoE loading vs Qwen3.5 checkpoint saving." + "reason": "Both mention Qwen3.5/Qwen3VL, but one is model loading and the other is incorrect save_pretrained output." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different bugs: dequantized Ministral save failure vs FlashAttention loading failure." + "reason": "Both are Ministral-related, but one is saving dequantized weights and the other is FlashAttention loading failure." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "CI test/device override issue is unrelated to Phi-4 multimodal model loading." + "reason": "Notebook syntax error versus AddedToken argument collision; no shared underlying bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Notebook syntax error and AddedToken argument handling are unrelated problems." + "reason": "GraniteSpeech CI device override failure and Phi-4 multimodal loading are distinct regressions." }, { "left": "issue:44871", "right": "issue:45245", "accept": false, - "reason": "Different topics: eos_token_id config mismatch vs category-count runtime limit." + "reason": "EOS token config mismatch and category-count limits are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading issues, but for different models and different root causes." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache bug and ANSI coloring in loading_report are unrelated." + "reason": "Generation cache handling and ANSI output formatting are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both mention version compatibility, but the affected code paths and failures are different." + "reason": "Both mention version-related breakage, but one is Python support and the other is a specific model load failure." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch." + "reason": "Unrecognized-model config error versus PIL image processor torchvision dependency bug; different subsystems." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Unrecognized-model loading error is not the same as the torchvision backend requirement regression." + "reason": "BeitImageProcessorFast label reduction and pipeline docs drift are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules." + "reason": "Qwen2.5-VL import failure and image_utils import failure are separate missing-symbol issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Generic dependency/version complaint does not match the Python-version-specific issue." + "reason": "A Python version incompatibility and a generic dependency issue are not duplicates." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same broad area, but this is not the same bug: loading regression vs saved visual-encoder key regression." + "reason": "Both involve Qwen3.5 save/load regressions, but they affect different artifacts: loading versus saved visual encoder keys." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different code paths." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Documentation mismatch is unrelated to model loading failure." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and tie_word_embeddings warning are different issues." + "reason": "Optimizer argument handling and a tie_word_embeddings warning are different concerns." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant mask bug is unrelated to Qwen2.5-VL RoPE indexing." + "reason": "Multimodal assistant mask generation and Qwen2.5-VL rope indexing are separate multimodal bugs." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different models and failure points, so not the same underlying bug." + "reason": "A docs/behavior mismatch for return_all_scores is unrelated to config recognition failures." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss logic and Gemma 4 multimodal token defaults are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45245", - "accept": false, - "reason": "Chunked-generation correctness and category-limit runtime error are unrelated." + "reason": "MoE load-balancing loss and Gemma 4 token_type_id defaults are different training-path problems." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention regression has nothing to do with tensorboard/TF backend setup." + "reason": "Compiled flex_attention on torch 2.9 and missing TensorFlow backend handling are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support issue is unrelated to the PEFT minimum-version bump." + "reason": "Python support and an unreleased PEFT minimum version bump are different release issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same as a broad upgrade-time import breakage report." + "reason": "A missing HybridCache import and broad import errors after upgrade are too different to treat as the same bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different configs and attributes: Phi4Multimodal default init vs Llama4 pad_token_id." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are distinct config bugs." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video pipeline processor lookup bug is unrelated to the placeholder issue title." + "reason": "A video-classification processor lookup bug and a spammy placeholder issue have no meaningful overlap." }, { "left": "issue:44496", "right": "issue:44877", "accept": false, - "reason": "Unrecognized model loading and strict granite_speech config validation are different failures." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Different symptoms and scopes; one is pipeline processor lookup, the other is remote_code compatibility." + "reason": "Both are config-loading problems, but one is missing model_type and the other is strict granite_speech config validation." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer JSON selection and Mistral regex patching are unrelated tokenizer bugs." - }, - { - "left": "issue:43550", - "right": "issue:44964", - "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to Phi-4 multimodal loading." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency issue does not match the PEFT version bump problem." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer class serialization mismatch is different from AutoTokenizer ignoring repository tokenizer.json." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Different models and different loading failures." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Zero-probability output bug and CUDA OOM are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading failures." } ] }, @@ -9091,38 +8979,39 @@ "component_index": 2, "component_count": 13, "review_unit_index": 28, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ + "issue:38175", "issue:39692", + "issue:41950", "issue:42175", "issue:42994", "issue:43065", "issue:43122", "issue:43262", "issue:43295", + "issue:43299", "issue:43317", - "issue:43352", "issue:43441", "issue:43450", - "issue:43475", + "issue:43550", "issue:43650", "issue:43673", "issue:43723", "issue:43761", "issue:43784", - "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44246", "issue:44261", "issue:44263", "issue:44279", @@ -9131,7 +9020,6 @@ "issue:44462", "issue:44466", "issue:44521", - "issue:44589", "issue:44617", "issue:44623", "issue:44671", @@ -9139,26 +9027,33 @@ "issue:44749", "issue:44779", "issue:44898", + "issue:44964", "issue:44987", - "issue:45250", + "issue:45020", "issue:45276", "issue:45290", - "issue:45362", "issue:45397", + "issue:45405", "issue:45542" ], "soft_pairs": [ + "issue:41950|issue:45020", + "issue:43550|issue:44964", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", "issue:43295|issue:44779", + "issue:38175|issue:44617", "issue:44462|issue:44779", "issue:39692|issue:43901", "issue:43650|issue:45290", "issue:44016|issue:44291", "issue:44466|issue:45276", - "issue:43450|issue:44279", - "issue:43065|issue:44898", - "issue:43441|issue:44683", "issue:43262|issue:44521", + "issue:43450|issue:44279", "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44261|issue:44263", "issue:44623|issue:45397", @@ -9170,223 +9065,210 @@ "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:44297|issue:45397", - "issue:42175|issue:43976", - "issue:43901|issue:44246", - "issue:43475|issue:44016", - "issue:43824|issue:43976", - "issue:43352|issue:45250", - "issue:43295|issue:44617", - "issue:43450|issue:44617", - "issue:44589|issue:45362" + "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "15432a2b69e664e2d31f2fb355c88b21d64699c3652235b785012c46a9fdb971", + "prepared_review_unit_hash": "827bf85dbfc7a1bd073dff97f22b153bae68e446aafd755717283fb19c28f808", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer regressions, docs issues, tokenizer/model bugs, and a few model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them. The best representative issue is the SigLIP2 correctness report because it is concrete and model/pipeline-focused.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43994 is the clearest, most concrete bug report in the set: it names a specific model, reproduces incorrect behavior through AutoModel/pipeline, and is broad enough to represent the SigLIP2-related failure class.", + "summary": "This cluster is heterogeneous: it mixes tokenizer, processor, model-loading, quantization, docs, dependency, and attention-backend regressions across different models. None of the proposed soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are about different code paths and different models/features, so treating any one as the duplicate target would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the best overall representative because it describes a user-visible correctness failure rather than a narrow docs typo or an unrelated subsystem regression.", + "best_issue_reason": "No safe global best issue: the cluster does not converge on one underlying defect or fix, so there is no representative issue to anchor deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code loading regression. Different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained writing the wrong tokenizer_class and the other is AutoTokenizer ignoring tokenizer.json. Different paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are model-specific loading failures for different architectures and likely different causes." + }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regression reports around tokenization, but they describe different failure modes and likely different code paths (processor.tokenizer access vs Deepseek tokenization output)." + "reason": "Processor.tokenizer/image-passing regression is unrelated to Deepseek tokenization output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated model/runtime issues." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "One is about AutoTokenizer ignoring tokenizer.json from the repo; the other is model-specific Deepseek tokenization drift. Same broad area, not the same bug." + "reason": "AutoTokenizer ignoring tokenizer.json is a loading/selection bug, while Deepseek incorrect results are a tokenization behavior regression." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example/model mismatch and quantization failure while the other is a pipeline docs wording mismatch. Different issues." + "reason": "Both are docs-related, but one is SigLIP2 example errors and the other is a pipeline doc mismatch; not the same issue." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated topics: a placeholder 'ADD THE DATA' issue versus a chat-template crash with tool calls." + "reason": "Random placeholder text is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized loading bug." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "One concerns inconsistent lm_head.weight serialization; the other is gemma4 resize_token_embeddings behavior. Different model mechanics." + "reason": "Inconsistent lm_head.weight serialization is not the same as resize_token_embeddings not updating Gemma4 embedding/output fields." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and multimodal assistant mask generation are different bugs in different template code." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape handling is unrelated to a dependency issue with transformers." + "reason": "Batched video processor shape handling is unrelated to a dependency/version problem." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver image classification failure are different model bugs." + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 breakage are separate model-loading problems." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention FlashAttention, but they target different failures: unsupported FA2 for one model versus compiled flex_attention breakage on torch>=2.9." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both touch apply_chat_template, but one is a sampling-rate default problem for audio and the other is all-zero assistant masks for multimodal inputs." + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are distinct attention-backend issues." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and ESM2 being broken are unrelated." + "reason": "Sam3PixelDecoder's dummy Conv2d and Perceiver non-default-resolution failures are unrelated vision-model bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload problems." + "reason": "Quantized model saving failure and dequantized model offload loading failure are different quantization lifecycle problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Completely different bugs: MLA q_a_layernorm precision/config issue versus torch.split return values in GlmMoeDsaIndexer." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same defect." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load issues." + "reason": "Missing files on processor.save_pretrained is unrelated to gemma-4 zero3 from_pretrained." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression and a placeholder issue are unrelated." + "reason": "Tokenizer-version behavior change is unrelated to the placeholder 'ADD THE DATA' issue." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "A save_pretrained file-missing bug and a performance/regression report about filtering data are not the same bug." + "reason": "Processor save_pretrained missing files has no overlap with the Chinese report about data filtering slowdown." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers and a TensorFlow backend packaging issue are unrelated." + "reason": "Both are dependency/backend errors, but one is sentence-transformers importing nn and the other is missing TensorFlow backend installation; different causes." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and Deepseek tokenizer errors affect different model paths and outputs." + "reason": "CamemBERT masked LM prediction regression is unrelated to Deepseek tokenizer behavior." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel.hidden_states handling." + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states handling are different forward-path regressions." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model load failure for physical-intelligence/fast and missing TensorFlow backend from pip extras are different package/model issues." + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to tensorboard/TensorFlow backend installation." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Both involve user-facing behavior, but one is a text-classification docs mismatch and the other is a SigLIP2 correctness bug. Not the same underlying problem." + "reason": "A documentation mismatch about return_all_scores is not the same as SigLIP2 producing nonsensical outputs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs behavior mismatch and slow import are unrelated." - }, - { - "left": "issue:43475", - "right": "issue:44016", - "accept": false, - "reason": "Sam3Video encoder output attribute error and a notebook syntax error do not share a bug root cause." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5-VL export and Python version support regression are different issues." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 issue title, with no evidence they are the same bug." - }, - { - "left": "issue:43295", - "right": "issue:44617", - "accept": false, - "reason": "Processor.tokenizer regression and Sam3Video CUDA OOM are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Video processor shape bug and Sam3Video CUDA OOM are different failure modes." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage import/type error and Qwen3.5 chat crash are unrelated." + "reason": "Missing TensorFlow in the torch extra and Python version support in 5.1.0 are separate packaging issues." } ] }, @@ -9402,32 +9284,34 @@ "component_index": 2, "component_count": 13, "review_unit_index": 29, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", - "issue:43066", + "issue:43295", "issue:43299", - "issue:43441", + "issue:43352", + "issue:43450", + "issue:43475", "issue:43525", "issue:43526", "issue:43531", - "issue:43540", - "issue:43596", "issue:43673", + "issue:43824", "issue:43881", "issue:43901", "issue:43976", "issue:43994", + "issue:44016", "issue:44162", "issue:44188", "issue:44220", @@ -9441,250 +9325,247 @@ "issue:44485", "issue:44496", "issue:44561", + "issue:44589", + "issue:44617", "issue:44661", - "issue:44749", - "issue:44779", "issue:44857", "issue:44871", - "issue:44877", - "issue:44987", "issue:45003", "issue:45200", + "issue:45250", "issue:45276", - "issue:45292", "issue:45356", "issue:45362", - "issue:45375", "issue:45397", - "issue:45459", - "issue:45542" + "issue:45542", + "issue:45561" ], "soft_pairs": [ + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43450|issue:44617", "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:43901|issue:44246", "issue:44188|issue:44336", "issue:41628|issue:43976", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:41950|issue:44220", - "issue:44246|issue:44496", "issue:44336|issue:44373", + "issue:44246|issue:44496", "issue:44462|issue:45356", "issue:44661|issue:45542", - "issue:43526|issue:45003", + "issue:45003|issue:45561", "issue:43994|issue:45276", + "issue:43526|issue:45003", "issue:43531|issue:45362", "issue:36246|issue:42757", - "issue:43673|issue:44561", "issue:36246|issue:44351", + "issue:43673|issue:44561", "issue:44336|issue:44485", "issue:44162|issue:45200", - "issue:44242|issue:44857", "issue:44246|issue:44871", - "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:44877|issue:45375", - "issue:43441|issue:43540", - "issue:36246|issue:43596", - "issue:43066|issue:44779", - "issue:44987|issue:45459", - "issue:43901|issue:45003" + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "6ae017b0a452d92b7054ca6fe19a0339a81d63160526e76e1c8b7fb58b7d3e41", + "prepared_review_unit_hash": "30c9919fb8776d137f31ee767ac4507a8647e05a7405c3aee19c89006ba130a0", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35892, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "serialized_chars": 35218, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 }, "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/export failures, tokenizer/model-loading bugs, or docs issues touching different code paths. I do not see any soft pair that is clearly the same underlying bug or change, so no duplicate merges are warranted.", - "confidence": 0.95, - "canonical_issue_reason": "issue:41628 is the most broadly scoped, user-facing import/export regression in core Transformers APIs, making it the best anchor for a heterogeneous cluster of similar-looking but distinct failures.", + "summary": "This cluster is broadly over-linked by superficial similarity (mostly import/version/model-loading regressions). I don\u2019t see any soft pair that clearly shares the same underlying bug or change, so I would not merge any of the candidates as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43824 is the strongest representative: it\u2019s a concrete, user-facing import failure, has the highest discussion/inbound activity among the import-error subset, and is specific enough to anchor the cluster better than the more generic or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most generally representative issue in this set because it concerns a top-level import failure affecting core library usability, unlike the more model-specific or incidental reports.", + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, well-scoped, and clearly a real regression/import breakage with strong activity signals; the other items are either unrelated, narrower, or more ambiguous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: a SAM 3 video model attribute error vs a notebook syntax error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5 VL symbol and the other is a Python-version compatibility report; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is a generic FA2 topic, not the same concrete issue." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Custom processor/tokenizer regression vs SAM 3 video OOM; unrelated failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shapes vs CUDA memory exhaustion; different root causes." + }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure points; both are loading errors, but not the same bug." + "reason": "Different model families and different load failures; no shared code-path bug is evident." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs slow import performance; unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel compile divergence is unrelated to ANSI output in loading_report." + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is an import error, the other is a Python-version compatibility issue." + "reason": "Missing AutoImageProcessor import vs Python compatibility breakage; too broad and not the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different symptoms and code paths: position_ids buffer access vs gemma4 ZeRO3 loading." + "reason": "position_ids buffer access error vs Gemma-4 Zero3 from_pretrained issue; different code paths." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE, but they describe different breakages in different releases and loading paths." + "reason": "Both mention Qwen3 MoE/version changes, but one is LoRA reuse across versions and the other is model loading for Qwen3VL MoE; not clearly the same defect." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to fbank feature extraction." + "reason": "Video-classification pipeline looking for image processors vs a feature-extraction bug; different subsystems and symptoms." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Import performance regression is unrelated to unrecognized model/config loading." + "reason": "Terminal ANSI output issue vs wrong docstring for position_ids; unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Terminal ANSI handling and a docstring typo are not the same issue." + "reason": "Slow import performance vs unrecognized model/config; different failures." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Tokenizer file precedence and a Kimi tokenizer codec regression are distinct tokenizer bugs." + "reason": "Tokenizer.json being ignored vs Kimi-K2.5 tokenizer regression; both tokenizer-related but not the same concrete bug." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer mapping logic is unrelated to tensorboard/TensorFlow backend detection." + "reason": "Model-registration edge case in tokenizer mapping vs tensorboard/TensorFlow backend issue; unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access." + "reason": "Unsafe sys.modules access in modeling_utils vs pytest-xdist race on captured_info.txt; unrelated." }, { "left": "issue:43994", "right": "issue:45276", "accept": false, - "reason": "SigLIP2 incorrect outputs and resize_token_embeddings propagation are different model behaviors." + "reason": "Siglip2 inference mismatch vs Gemma-4 embedding resize inconsistency; different models and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug vs sys.modules access bug; unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding-window logic and Qwen3.5-35B chat crashes are separate problems." + "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; same model family but not the same concrete issue." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different packages; both are import errors but not the same bug." + "reason": "Both are import errors, but for different packages and symbols; no shared bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Cache handling during chunked_prefill and removal of is_torch_fx_available are unrelated regressions." + "reason": "Different missing exports from different transformer components; not the same issue." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Both are import failures, but they concern different symbols and modules." + "reason": "Chunked-prefill cache regression vs removal of is_torch_fx_available breaking trust_remote_code; distinct regressions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI logging output bug vs GLM-5 RoPE discussion; unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting issue; unrelated model families and failures." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer regression and output_embeddings resize propagation are different code paths." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "A position_ids buffer error is not the same as a broad performance regression after upgrading Transformers." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both mention strict config, but they involve different models and different missing fields." - }, - { - "left": "issue:43441", - "right": "issue:43540", - "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video input processing are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Different model-loading errors with no shared code-path evidence." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer decoder type mismatch and Deepseek codec regression are distinct tokenizer issues." + "reason": "Slow import vs Gemma-3 eos_token_id mismatch; different bug classes." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Model loading failure and protobuf error masking are unrelated causes." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Router-logits load balancing loss issue vs LwDetrImageLoss AMP crash; unrelated." } ] }, @@ -9700,296 +9581,296 @@ "component_index": 2, "component_count": 13, "review_unit_index": 30, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:28282", - "issue:30990", + "issue:36246", "issue:41628", "issue:41950", - "issue:42673", "issue:42886", "issue:43065", + "issue:43066", "issue:43232", "issue:43257", "issue:43262", "issue:43295", - "issue:43381", "issue:43408", "issue:43441", "issue:43475", "issue:43540", + "issue:43596", "issue:43606", - "issue:43646", "issue:43653", "issue:43673", - "issue:43704", + "issue:43901", "issue:43931", "issue:44060", "issue:44077", "issue:44162", "issue:44246", - "issue:44297", + "issue:44295", "issue:44336", - "issue:44361", "issue:44368", "issue:44466", "issue:44496", - "issue:44623", "issue:44734", "issue:44749", + "issue:44779", "issue:44869", + "issue:44877", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", - "issue:45278", "issue:45292", "issue:45335", "issue:45356", - "issue:45459" + "issue:45375", + "issue:45459", + "issue:45563" ], "soft_pairs": [ + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:36246|issue:43596", + "issue:44987|issue:45459", "issue:42886|issue:45229", "issue:44995|issue:45200", + "issue:43901|issue:45003", "issue:41628|issue:41950", "issue:43257|issue:45137", "issue:43065|issue:43408", - "issue:44496|issue:45003", + "issue:43295|issue:45292", "issue:43232|issue:44336", + "issue:44496|issue:45003", "issue:43262|issue:44246", - "issue:43295|issue:45292", "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:43653|issue:44162", "issue:44368|issue:44977", + "issue:44368|issue:45563", "issue:44933|issue:45459", "issue:43441|issue:43606", "issue:43673|issue:44734", "issue:44869|issue:45356", - "issue:43232|issue:43673", "issue:43931|issue:44368", - "issue:44297|issue:44623", - "issue:43673|issue:45278", - "issue:43646|issue:44162", - "issue:43381|issue:45292", - "issue:43381|issue:45335", - "issue:28282|issue:30990", - "issue:44361|issue:44749", - "issue:42673|issue:43704", - "issue:44077|issue:45003" + "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "7b3875622749e34cc602835f5fb648637318212191ac07e65ecdbd8888cc3442", + "prepared_review_unit_hash": "f0b2f11d85ab19d23cab8ac13ec97c071118afdf6ed9a4a4688724bdc9b4a25d", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items mostly cover unrelated Transformers bugs across import/load, generation, tokenizers, multimodal processors, and model-specific regressions. I don\u2019t see any true duplicate pairs among the soft candidates.", - "confidence": 0.36, - "canonical_issue_reason": "No single issue is a clear canonical duplicate for the cluster. If forced to pick the broadest representative, issue 45278 is the closest because it describes wide-ranging import failures after upgrade, but it does not actually subsume the rest.", + "summary": "The items are mostly heterogeneous transformer regressions and model-specific bugs; the soft pairs are mostly broad lexical matches, not the same concrete issue. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the cleanest representative anchor: it describes a concrete, broadly applicable `resize_token_embeddings` bug and is open with inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most generic user-facing regression in the set and is the closest thing to an umbrella report, though the cluster overall is too mixed to justify a strong canonical choice.", + "best_issue_reason": "Among this mixed set, issue:45292 is the most reusable canonical bucket for related embedding-resize failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both mention tokenizer/embedding regressions in v5, but they are different bugs: Deepseek decoding wrong results vs `resize_token_embeddings` not updating outputs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms and code paths: a `position_ids` buffer read error vs a generic slowdown after upgrading Transformers." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config-loading strictness, but they are model-specific and describe different failures: blocked loading vs a silently dropped field." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated model failures: FlashAttention on Ministral-3 vs video-input validation in Qwen3OmniMoe." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "One is a tokenizer decoder-type warning in v5; the other is a Deepseek tokenizer correctness regression. Same broad area, different bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures: missing Qwen2.5 VL image processor import vs a DeepSpeed ZeRO3/BertModel indexing crash." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch loading behavior, but one is a model-loading failure on `physical-intelligence/fast`; the other is tokenizer error masking when protobuf is absent." + }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + "reason": "Tokenizer offline-cache loading bug is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash in GLM-MoE is not the same as Gemma 4 requiring default mm_token_type_ids." + "reason": "Stale indexer cache on second forward pass is unrelated to `mm_token_type_ids` being required for text-only fine-tuning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access in `modeling_utils`." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Missing AutoImageProcessor import and a video-classification pipeline misusing image processors are different bugs." + "reason": "Generic `AutoImageProcessor` import failure is not the same bug as the video-classification pipeline selecting image processors." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as a ZeRO3 deque underflow." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque pop error are different loading/runtime issues." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate SAM3 issues." + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a model-type mismatch warning; not the same defect." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access in modeling_utils are not the same code-path problem." + "reason": "Both mention embedding/tokenizer interfaces, but one is a processor.tokenizer regression and the other is output embeddings not resizing." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated." + "reason": "Generation kwargs after sync_gpus and ANSI output from loading_report are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Audio chat-template sampling rate defaults and slow import times are different issues." + "reason": "Unrecognized model/config issue and unsafe `sys.modules` access are different loading failures." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "A processor/tokenizer regression with images is not the same as resize_token_embeddings not updating output embeddings." + "reason": "Audio chat-template sampling-rate bug is unrelated to occasional slow `import transformers` behavior." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + "reason": "Both are warnings in model config/model classes, but one is a tied-weights bug and the other is `patchtsmixer` post_init allowance." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 Video and Qwen3OmniMoe video-input ValueError are different failures." + "reason": "Different SAM3/Qwen3OmniMoe failures with no shared concrete code path." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Inconsistent lm_head serialization and t5gemma decoder.embed_tokens not updating are related to embedding resizing, but they are distinct bugs and not mergeable as one fix." + "reason": "Both involve tied/embedding weights, but one is inconsistent serialization by device and the other is resize propagation to decoder embeddings." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and broad ESM2 breakage are not the same underlying defect." + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are separate tokenizer/model issues." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as flash-attention generation misbehavior." + "reason": "Warning about `tie_word_embeddings=False` is not the same as a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie-weights warning and a stale `num_return_sequences` warning in paged generate are unrelated." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing import from image_utils and protobuf decode-error handling hiding tokenizer errors are unrelated." + "reason": "Missing import from `image_utils` is unrelated to tokenizer errors hidden by protobuf import handling." }, { "left": "issue:43441", "right": "issue:43606", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and CPU offload device mismatch for bark-small are different model-specific bugs." + "reason": "Different device/model issues: FlashAttention on Ministral-3 vs CPU offload device mismatch for bark-small." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Missing GenerationMixin cache during chunked prefill and a serve API KV-cache indexing crash are not the same code-path." + "reason": "Both are generation/cache-related, but one is missing cache in chunked prefill and the other is wrong indexing in `transformers serve` KV continuation." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both concern generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked prefill; not the same bug." + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer codec regression are distinct decoder/tokenizer bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3.5 tied-embedding warning are different model-loading vs config-warning issues." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are distinct serialization bugs." - }, - { - "left": "issue:43673", - "right": "issue:45278", - "accept": false, - "reason": "A generation cache regression is not the same as broad import errors after upgrading." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Transformers 5 breaking custom model init and ESM2 being broken are different reports, even if both are high-level regressions." - }, - { - "left": "issue:43381", - "right": "issue:45292", - "accept": false, - "reason": "Gradient checkpointing in eval mode and resize_token_embeddings behavior are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:45335", - "accept": false, - "reason": "Gradient checkpointing eval-mode support and t5gemma embedding resize propagation are different issues." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are not the same underlying problem." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and the Chinese performance regression after upgrade are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": false, - "reason": "These are duplicate titles, but the paired items are separate reports of the same Qwen3ForCausalLM VRAM leak; as a soft-duplicate they could be the same bug, but the evidence here is only title-level and one is much shorter. Rejecting conservatively because there is no body/diff confirmation." + "reason": "Model loading/config mismatch for Qwen3-VL-30B-A3B-Instruct is unrelated to a tied-weights warning on Qwen3.5 fine-tuning." }, { - "left": "issue:44077", - "right": "issue:45003", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "patchtsmixer post_init policy and sys.modules access in modeling_utils are unrelated." + "reason": "GenerationMixin kwargs handling after sync_gpus and missing cache during chunked prefill are different generation bugs." } ] }, @@ -10005,64 +9886,72 @@ "component_index": 2, "component_count": 13, "review_unit_index": 31, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", - "issue:36010", "issue:41628", "issue:42222", "issue:42371", + "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43377", + "issue:43381", "issue:43475", - "issue:43479", "issue:43482", + "issue:43504", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", "issue:43701", + "issue:43704", "issue:43873", - "issue:43976", "issue:44038", - "issue:44079", - "issue:44164", + "issue:44162", "issue:44188", "issue:44222", - "issue:44242", + "issue:44297", "issue:44351", - "issue:44568", + "issue:44361", + "issue:44496", "issue:44623", "issue:44661", "issue:44749", - "issue:44792", - "issue:44869", "issue:44933", "issue:44945", - "issue:44964", "issue:45081", "issue:45092", "issue:45103", - "issue:45137", "issue:45200", "issue:45230", + "issue:45278", + "issue:45292", "issue:45310", + "issue:45335", "issue:45362", "issue:45375", "issue:45381", "issue:45397", - "issue:45478" + "issue:45478", + "issue:45561" ], "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43381|issue:45292", + "issue:43646|issue:44162", + "issue:43381|issue:45335", + "issue:28282|issue:30990", + "issue:42673|issue:43704", + "issue:44361|issue:44749", "issue:44749|issue:45310", "issue:45230|issue:45397", "issue:44038|issue:44623", @@ -10075,268 +9964,249 @@ "issue:45375|issue:45478", "issue:41628|issue:44933", "issue:45310|issue:45375", - "issue:43873|issue:44945", "issue:42222|issue:45200", + "issue:43873|issue:44945", "issue:43475|issue:44661", "issue:42994|issue:43525", - "issue:42831|issue:44222", "issue:45362|issue:45375", + "issue:42831|issue:44222", "issue:45310|issue:45397", "issue:43232|issue:44188", "issue:44222|issue:45310", "issue:41628|issue:44351", - "issue:42994|issue:44164", - "issue:43232|issue:44792", - "issue:44038|issue:45310", - "issue:30990|issue:35141", - "issue:43377|issue:44242", - "issue:43673|issue:44188", - "issue:43479|issue:44079", - "issue:36010|issue:41628", - "issue:42898|issue:44568", - "issue:43479|issue:44869", - "issue:44964|issue:45137", - "issue:43976|issue:44933" + "issue:43504|issue:45561", + "issue:44496|issue:45561" ], - "prepared_review_unit_hash": "646d62ac58760121446704a8bccf7a7decaefe268b10983d03d02b353b4c09f6", + "prepared_review_unit_hash": "ed0b7c39d1a0740677accc1333c74cf64036aaf96e425bded929afa9e734db99", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37532, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, or configuration bugs. I did not find any soft pair that clearly describes the same underlying bug/change. The strongest candidate issue is the duplicated Qwen3.5-Moe from_pretrained report (#45310, exact twin of #45478).", - "confidence": 0.36, - "canonical_issue_reason": "Issue #45310 is the cleanest canonical choice because it has an exact title duplicate in #45478 and describes a concrete, self-contained regression.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers v5 regressions, model-specific load/config failures, and a few import/error reports. Only one soft edge looks like a true duplicate pair; most others share a broad subsystem but not the same underlying bug. The best representative issue is the Qwen3.5 MoE from_pretrained regression, which has a clear duplicate counterpart and a concrete failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45310 is the cleanest concrete duplicate-ready report here: it describes a specific Qwen3.5 MoE from_pretrained failure, and it has an exact duplicate counterpart (issue:45478).", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the cluster, if one must be chosen, because it is a clear bug report with an exact duplicate and the most obvious dedupe target.", + "best_issue_reason": "issue:45310 is the strongest representative issue because it is specific, recurring, and clearly actionable, unlike the many broader or model-agnostic regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: tokenizer_class metadata mismatch vs processor.save_pretrained missing files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Both are version-related regressions, but one is a generation cache bug and the other is a broad import-error report." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated code paths: gradient-checkpointing eval-mode behavior vs resize_token_embeddings/output_embeddings sync." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both involve model compatibility, but one is trust_remote_code missing fields and the other is an ESM2 breakage." + }, + { + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs despite both touching training/model internals; no shared underlying failure." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue: the Qwen3ForCausalLM VRAM leak under multiple dataloader threads is described identically." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and performance slowdown are unrelated failures." + }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Different problems: performance regression in data filtering after upgrade vs a Qwen3.5-Moe from_pretrained failure." + "reason": "Chinese filtering slowdown is unrelated to the Qwen3.5 MoE from_pretrained crash." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs a Gemma-4 ZeRO3 from_pretrained issue; no shared concrete code path." + "reason": "The generic bug report is too vague and does not identify the same Gemma 4 zero3 loading failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files; unrelated symptoms and code paths." + "reason": "Qwen3-VL-Moe breakage and processor.save_pretrained missing files are different problems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and failures: SAM 3 Vision missing attribute vs Qwen2.5-VL video position-id bug." + "reason": "Both are vision/video model issues, but they affect different models and different fields/paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 Vision attribute error vs AutoConfig trust_remote_code missing fields; unrelated issues." + "reason": "SAM 3 video output attribute error is unrelated to trust_remote_code missing fields." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; one is save-path, the other load-path." + "reason": "Quantized saving failure and GGUF loading failure are distinct quantization-related bugs." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the slow filtering regression." + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown report." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings change vs remote-code checkpoint/meta-init incompatibility; different subsystems and bugs." + "reason": "TF32 settings behavior has nothing to do with InternVL2 meta-initialization incompatibility." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; no shared underlying code path." + "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5-Moe, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + "reason": "Same model family, but one is a missing config field in vision config and the other is a generic from_pretrained error; not enough evidence of the same bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they reference different missing symbols and likely different fixes." + "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related model family, but one is a generic from_pretrained error and the other is a specific missing config field; too weak to merge." + "reason": "Qwen3.5 MoE load failure and Qwen3_5MoeVisionConfig missing field are related at most by model family, not the same bug." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Quantization offloading behavior vs pipeline-parallel generation output correctness; distinct bugs." + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "VitPose breakage vs Gemma 4 token-type-id defaulting; unrelated model families and code paths." + "reason": "Quantization offloading issues and pipeline-parallel output errors are different execution paths." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Model output attribute missing vs tokenizer mapping registration failure; unrelated." + "reason": "SAM 3 output attribute issue is unrelated to tokenizer mapping handling." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different issue classes." + "reason": "Quantized save failure and missing pad_token_id in Llama4Config are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "FP8 accuracy regression vs FP8 moe save_pretrained bug; both FP8-related but not the same bug." + "reason": "Both involve Qwen3.5-related reports, but one is a chat crash and the other is a missing vision config field." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config-field omission; not the same underlying defect." + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bugs." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Same method name in the title, but different model families and failure modes; not a duplicate." + "reason": "Qwen3.5 MoE from_pretrained error is unrelated to Gemma 4 zero3 loading." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs attention kernel divergence under torch.compile; unrelated." + "reason": "Generation kwargs/sync_gpus behavior and torch.compile attention-kernel divergence are different issues." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 moe save_pretrained issue vs Qwen3.5-Moe from_pretrained error; different operations and failures." + "reason": "FP8 save_pretrained for moe models is unrelated to the Qwen3.5 MoE from_pretrained crash." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different import errors for different objects; no evidence they stem from the same bug." - }, - { - "left": "issue:42994", - "right": "issue:44164", - "accept": false, - "reason": "Both involve saving/loading, but one is quantized model saving and the other is extra_state handling; too broad to merge." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation bookkeeping bug vs a Janus model test failure; not the same code path." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Qwen3-VL-Moe bug vs Qwen3.5-Moe loading error; different models and bugs." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading hang vs token-embedding resize reinitialization; unrelated." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask discrepancy vs missing load-balancing loss when router logits are off; unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Generation cache missing in v5 chunked prefill vs torch.compile branching divergence; different problems." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Multimodal config default initialization bug vs ModelOutput None-key assignment bug; unrelated." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Import errors for different names from different modules; not the same issue." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they affect different features and code paths." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config initialization vs Whisper timestamp decode crash; unrelated." + "reason": "Cannot import AutoImageProcessor and cannot import HybridCache are separate import regressions." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal loading regression vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Legacy-field BEiT loading failure and pytest-xdist race in testing utils are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." + "reason": "Unrecognized model config and captured_info.txt race are completely different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are clearly the same Qwen3.5 MoE from_pretrained bug by title, and the rest of the soft-edge calls stay conservative by treating only clearly identical or obviously unrelated cases as duplicates/non-duplicates. I don\u2019t see evidence of overstating any pairings." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10345,53 +10215,53 @@ "component_index": 2, "component_count": 13, "review_unit_index": 32, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:22355", - "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", "issue:41628", "issue:42175", - "issue:42757", - "issue:42831", "issue:42898", + "issue:42994", + "issue:43232", "issue:43278", "issue:43295", + "issue:43377", "issue:43479", - "issue:43644", + "issue:43526", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", + "issue:44038", "issue:44060", "issue:44077", + "issue:44079", + "issue:44164", "issue:44188", - "issue:44206", "issue:44222", "issue:44242", - "issue:44263", - "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44442", "issue:44448", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44514", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44913", + "issue:44792", + "issue:44869", "issue:44933", - "issue:44977", + "issue:44964", "issue:45092", "issue:45103", "issue:45125", @@ -10399,10 +10269,23 @@ "issue:45276", "issue:45310", "issue:45356", - "issue:45406", - "issue:45459" + "issue:45459", + "issue:45561" ], "soft_pairs": [ + "issue:43526|issue:45561", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:43479|issue:44079", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:43784|issue:43824", "issue:43278|issue:45137", @@ -10411,8 +10294,8 @@ "issue:44060|issue:45125", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:45137|issue:45276", "issue:43723|issue:44568", + "issue:45137|issue:45276", "issue:42898|issue:44779", "issue:43874|issue:45092", "issue:44077|issue:44242", @@ -10420,256 +10303,222 @@ "issue:41628|issue:45459", "issue:44222|issue:44297", "issue:42898|issue:43295", - "issue:44442|issue:45459", - "issue:43479|issue:43644", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:44206|issue:45103", - "issue:22355|issue:28282", - "issue:44297|issue:45310", - "issue:44483|issue:45406", - "issue:41628|issue:42757", - "issue:44222|issue:44484", - "issue:44263|issue:44360", - "issue:43723|issue:44977", - "issue:44263|issue:45092", - "issue:44295|issue:44623", - "issue:44514|issue:45103", - "issue:43479|issue:44913", - "issue:44373|issue:44485" + "issue:44442|issue:45459" ], - "prepared_review_unit_hash": "9d83b6a203fbdbcf2af92fdfa8eb4259690c6be1eaa7a34d2cbfaec6865643af", + "prepared_review_unit_hash": "a37c040804e12a57a8472ae7544a5670dbfff9581eab60a351a91e8783fa33af", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37801, - "estimated_input_tokens": 9451, - "estimated_eval_tokens": 19158 + "soft_pair_count": 31, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: mostly distinct Transformers v5 regressions, import errors, and model-specific API bugs. I don\u2019t see any soft pair that clearly describes the same underlying change or bug, so I\u2019d anchor the cluster on the broadest tokenizer-regression issue rather than treating these as true duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "issue:42898 is the broadest user-facing regression in the set, centered on a v5 tokenizer behavior change, and it sits closest to several tokenizer-related similarity links.", + "summary": "This cluster is mostly heterogeneous: many items are superficially similar (tokenizer/load/save/import regressions) but point to different concrete failures. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue; the set is too mixed, with only a loose tokenizer-regression subgroup and many unrelated model/load/save bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue: broad, clearly described, and more general than the model-specific or one-off API/import failures around it.", + "best_issue_reason": "issue:42898 is the broadest representative of the tokenizer-regression subgroup (v5 behavior change) and has the most general framing, though it still does not cover the unrelated items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Different problems: pip backend/install packaging vs an image_utils import/export issue." + "reason": "Different subsystems: BeitImageProcessorFast label reduction vs pytest-xdist race in testing utils." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Both are import errors, but they target different symbols and different failure paths." + "reason": "Both involve saving/loading, but one is quantized model saving and the other is extra_state handling; different bugs." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "One is dtype drift between train/eval, the other is a ZeRO3 deque/indexing crash." + "reason": "Both touch generation, but the failures are unrelated: KV-arg sync handling vs janus image-generation test." }, { - "left": "issue:44623", + "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "Same model family, but different concrete issues and versions: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." }, { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue." - }, - { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Different Qwen3 issues: a tied-weights warning vs missing tensor-parallel plan support." + "reason": "Unrelated bugs: MIMI padding-mask divergence vs MoE load-balancing loss omission." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring annotation handling." + "reason": "Sentence Transformers loading hang is unrelated to token-embedding resizing reinit in post_init." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different code paths and different model families." + "reason": "Both are generation-related, but one is missing cache in chunked_prefill and the other is torch.compile branching divergence." }, { - "left": "issue:45137", - "right": "issue:45276", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "ZeRO3 deque crash is unrelated to resize_token_embeddings not propagating changes." + "reason": "Both are import errors, but for different symbols and paths: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading failure and BOS/EOS special-token behavior are different bugs." + "reason": "Both mention None-handling, but one is multimodal config defaults and the other is ModelOutput key assignment." }, { "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 tokenizer regressions, but the reported symptoms and affected models differ." - }, - { - "left": "issue:43874", - "right": "issue:45092", + "right": "issue:44568", "accept": false, - "reason": "Missing image-patch method is unrelated to remote-code meta-init incompatibility." + "reason": "Both are tokenizer regressions, but different behaviors and code paths: clean_up_tokenization_spaces vs add_special_tokens BOS/EOS." }, { - "left": "issue:44077", - "right": "issue:44242", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "PatchTSMixer post_init policy and MoE load-balancing loss are unrelated." + "reason": "Unrelated: multimodal config initialization vs Whisper word-timestamp decoding crash." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer spacing behavior changes are not the same as Pegasus output differences." + "reason": "Different failure classes: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:41628", - "right": "issue:45459", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor import is unrelated to tokenizer error masking without protobuf." + "reason": "Python-version support issue is unrelated to a missing import from image_utils." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." + "reason": "Package extra/backend selection is unrelated to the image_utils import regression." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer cleanup behavior and processor.tokenizer regressions are different API breaks." + "reason": "Both are import-time breakages, but one is sentence-transformers nn import and the other is a missing Qwen2.5 VL class." }, { - "left": "issue:44442", - "right": "issue:45459", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "FastSpeech2 tokenizer loading and protobuf error handling are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Phi4Multimodal config defaults and non-persistent buffer junk are different initialization bugs." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FineGrainedFP8 accuracy loss is unrelated to processor save_pretrained file omission." + "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is missing _tp_plan for tensor parallelism." }, { - "left": "issue:44206", + "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg crash is unrelated to auto_docstring annotation handling." + "reason": "KV cache continuation crash in serve is unrelated to auto_docstring annotation handling." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "No module named transformers.onnx is not the same as missing PyTorch for AutoModel." + "reason": "Both are tokenizer regressions in v5, but they affect different models and different root causes." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE loading failure." + "reason": "Tokenizer loading failure and BOS/EOS insertion regression are different bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:45137", + "right": "issue:45276", "accept": false, - "reason": "Both involve serving, but one is chat/completions request handling and the other is a Gemma4Processor attribute crash." + "reason": "DeepSpeed ZeRO3 deque issue is unrelated to Gemma4 resize_token_embeddings not updating tied embeddings." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are different symbols and causes." + "reason": "Both are tokenizer regressions, but the affected tokenizer and failure mode differ." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "MoE FP8 save_pretrained is unrelated to the max_shard_size question." + "reason": "Missing image-patch method in GLM46V is unrelated to InternVL2 meta-init incompatibility." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44077", + "right": "issue:44242", "accept": false, - "reason": "Both mention the DSA indexer, but they describe different missing operations and bugs." + "reason": "Optional post_init gating for patchtsmixer is unrelated to missing load-balancing loss." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation drift." + "reason": "Both are v5 output regressions, but one is token cleanup behavior and the other is Pegasus generation output drift." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:45459", "accept": false, - "reason": "DSA indexing return values are unrelated to meta-initialization compatibility." + "reason": "ImportError for AutoImageProcessor is unrelated to protobuf error masking in tokenizer loading." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access error is unrelated to processor save_pretrained file output." + "reason": "Both are save_pretrained-related, but one is FP8 MoE model saving and the other is tokenizer metadata mismatch." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Batch chat-template crash and auto_docstring attribute crash are unrelated code paths." + "reason": "Both are regressions, but one is tokenizer cleanup behavior and the other is processor.tokenizer/image-passing API breakage." }, { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Multimodal config defaulting and GPTNeoX rotary_pct reload behavior are different configuration bugs." - }, - { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44442", + "right": "issue:45459", "accept": false, - "reason": "A wrong docstring and GLM-5 RoPE implementation are not the same underlying issue." + "reason": "FastSpeech2Conformer tokenizer loading and protobuf error masking are different issues." } ] }, @@ -10685,309 +10534,339 @@ "component_index": 2, "component_count": 13, "review_unit_index": 33, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:29127", + "issue:22355", + "issue:28282", "issue:30990", "issue:33357", "issue:38175", - "issue:39401", "issue:41628", "issue:42371", "issue:42757", "issue:42831", "issue:42886", - "issue:42907", "issue:42994", "issue:43066", "issue:43122", - "issue:43232", - "issue:43408", - "issue:43475", + "issue:43479", "issue:43576", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", - "issue:43937", - "issue:43976", "issue:44038", "issue:44117", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", "issue:44442", - "issue:44488", + "issue:44483", + "issue:44484", + "issue:44485", "issue:44514", "issue:44521", - "issue:44625", + "issue:44623", "issue:44704", - "issue:44743", - "issue:44829", "issue:44871", - "issue:44945", + "issue:44913", + "issue:44977", "issue:44991", "issue:45092", - "issue:45245", + "issue:45103", "issue:45278", "issue:45290", "issue:45310", - "issue:45357" + "issue:45357", + "issue:45406" ], "soft_pairs": [ - "issue:44261|issue:45092", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:41628|issue:42757", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", "issue:43723|issue:44871", - "issue:30990|issue:38175", + "issue:44373|issue:44485", + "issue:44261|issue:45092", "issue:43723|issue:44991", - "issue:45092|issue:45357", "issue:43723|issue:44442", + "issue:30990|issue:38175", + "issue:45092|issue:45357", "issue:42886|issue:42994", "issue:42831|issue:45310", "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:43576|issue:43784", "issue:43122|issue:44521", - "issue:44263|issue:44373", "issue:42757|issue:45278", + "issue:44263|issue:44373", "issue:44117|issue:44704", "issue:42886|issue:43066", "issue:43122|issue:44514", "issue:30990|issue:33357", "issue:44704|issue:45290", - "issue:43232|issue:45245", - "issue:42371|issue:44263", - "issue:44295|issue:44297", - "issue:42907|issue:44945", - "issue:43232|issue:44743", - "issue:43976|issue:44945", - "issue:39401|issue:44488", - "issue:42907|issue:43937", - "issue:43408|issue:43475", - "issue:44625|issue:44829", - "issue:29127|issue:30990", - "issue:41628|issue:45278" + "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "3458d1d92146aa682107f5786c686155787816a6f66d83c5db5d944fb6461d91", + "prepared_review_unit_hash": "527d30c6554f79f3217c7169276e403e739aaf24e0327c35ad910903bc9aa380", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36063, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38062, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly over-similar rather than truly duplicate: it mixes tokenizer-loading regressions, import-symbol breakages, quantization/save issues, multimodal chat-template bugs, and unrelated model-specific failures. I would not merge any of the soft pairs.", + "summary": "The set is highly heterogeneous: most items are unrelated regressions, import errors, or save/load edge cases. No soft-edge pair looks like a true duplicate bug/change, so I rejected them all. The best representative issue is the broad tokenizer-loading regression in v5.", "confidence": 0.89, - "canonical_issue_reason": "issue:43723 is the clearest representative of the tokenizer-loading/import regression subset and is the most concrete anchor among the similarly worded v5-related items.", + "canonical_issue_reason": "issue:43723 is the broadest and most central user-facing regression here, covering tokenizer loading failures in v5 and overlapping thematically with several other tokenizer/import issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella for the cluster's v5 upgrade/import-breakage theme, though it is still too vague to serve as a precise duplicate anchor.", + "best_issue_reason": "issue:43723 is the strongest umbrella representative for the cluster\u2019s recurring loading/import regressions, even though the cluster is not actually a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different bugs: MLA rms_norm_eps precision/config mismatch vs old InternVL2 remote-code/meta-init incompatibility." + "reason": "Different bugs: multimodal config defaults vs non-persistent buffer corruption." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading regression vs Gemma eos_token_id configuration inconsistency." + "reason": "Both mention save_pretrained, but one is FP8/MoE model saving and the other is processor file omission." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Unrelated loading hang vs zero-probability inference issue." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor save files." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Both are tokenizer load failures, but they involve different models and different failure modes." + "reason": "Feature extractor argument crash and auto-docstring annotation crash are unrelated code paths." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both involve Qwen3.5, but remote-code/meta-init incompatibility is not the same as save_pretrained key corruption." + "reason": "Different import failures: missing transformers.onnx module vs missing PyTorch dependency." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Generic AutoTokenizer v5 loading failure is not the same as FastSpeech2ConformerTokenizer-specific loading failure." + "reason": "Tokenizer config save mismatch is not the same bug as Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Offline cache tokenizer loading bug vs quantized model saving failure." + "reason": "Chat/completions request handling and Gemma4Processor serve crash are different failures." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3.5 Moe from_pretrained error." + "reason": "Different missing symbols from different packages; same broad symptom only." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Different missing-symbol import errors for different classes/models." + "reason": "FP8/MoE save failure is unrelated to the max_shard_size question." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug." + "reason": "Both involve DSA indexer wording, but the concrete bug differs: torch.split return handling vs missing ReLU." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "CLI/env command bug vs sentence-transformers import NameError." + "reason": "Tokenizer loading regression and flash-attention generation issue are not the same underlying bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Tokenization output differences vs multimodal assistant_mask generation bug." + "reason": "DSA indexer split behavior is unrelated to remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "torch.split return handling vs docstring typo." + "reason": "Reading position_ids after buffer registration is unrelated to processor save_pretrained missing files." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Offline-mode import error is a different root cause than broad post-upgrade import failures." + "reason": "Chat-template batching crash and annotation-introspection crash are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor cached_file kwargs propagation." + "reason": "Both are config-related, but they affect different models and different reload paths." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Offline tokenizer cache failure vs wrong decoder type in v5." + "reason": "General tokenizer loading regression vs eos_token_id config inconsistency are different bugs." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "General tokenization differences vs batched apply_chat_template crash." + "reason": "Docstring typo and RoPE implementation bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to old remote-code checkpoint meta initialization." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic load regression and the other is a model-specific generation failure." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer load regression is not the same as FastSpeech2ConformerTokenizer failing to load." }, { "left": "issue:30990", - "right": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Different runtime/loading failures with no shared concrete code path." + "reason": "SentenceTransformers loading hang and zero-probability model outputs are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "cached_file kwargs propagation vs chat-template crash on assistant tool-call messages." + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Generation kwargs update bug vs category-cardinality runtime error." + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "TF32 settings warning vs torch.split return-value handling." + "reason": "FineGrainedFP8 accuracy regression does not match the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "position_ids buffer access error vs tokenizer save_pretrained config mismatch." + "reason": "Both are import errors, but they are different missing exports from different modules." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Quantized model save failure vs pipeline-parallelism output bug." + "reason": "FP8 accuracy issue and Qwen3-VL-Moe bug are not the same failure." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Different generation/cache bugs in separate code paths." + "reason": "Broken env command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Python version compatibility issue vs pipeline-parallel output corruption." + "reason": "Tokenization changes and multimodal assistant mask generation are different regressions." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs unrelated tokenizer load failure." + "reason": "45278 is a broad umbrella of import errors; it does not specifically match the is_offline_mode import failure." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Model saving failure vs invalid GenerationConfig." + "reason": "Runtime DSA indexer bug vs docstring issue are not duplicates." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Type-mismatch warning vs missing-attribute crash in the SAM3 video path." + "reason": "TOKENIZER_MAPPING_NAMES returning None and cached_file kwarg forwarding are different bugs." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "num_labels propagation bug vs flash_attention_3 training degeneration." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are not the same underlying issue." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading hang." + "reason": "Different tokenization-related regressions in different APIs and model families." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing cached_file kwargs and assistant-message tool-call crash are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Missing AutoImageProcessor import and broad import failures are different root causes and symbols." + "reason": "TF32 settings behavior and DSA indexer split-return bug are unrelated." } ] }, @@ -11003,41 +10882,38 @@ "component_index": 2, "component_count": 13, "review_unit_index": 34, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:22355", "issue:29127", + "issue:30990", "issue:36296", - "issue:38617", "issue:39401", + "issue:41628", "issue:42222", "issue:42371", - "issue:42673", "issue:42757", "issue:42831", "issue:42907", - "issue:43064", "issue:43116", "issue:43122", + "issue:43232", "issue:43278", + "issue:43408", "issue:43441", "issue:43452", - "issue:43493", - "issue:43550", - "issue:43673", + "issue:43475", "issue:43784", "issue:43824", - "issue:43874", "issue:43937", + "issue:43976", "issue:43992", "issue:44038", - "issue:44075", "issue:44222", "issue:44261", "issue:44295", @@ -11046,267 +10922,319 @@ "issue:44360", "issue:44373", "issue:44485", + "issue:44488", "issue:44521", + "issue:44625", "issue:44704", + "issue:44743", "issue:44779", - "issue:44936", + "issue:44829", "issue:44945", "issue:44964", "issue:44977", - "issue:45072", "issue:45200", "issue:45216", + "issue:45245", "issue:45278", "issue:45446", "issue:45478" ], "soft_pairs": [ + "issue:42907|issue:44945", + "issue:43232|issue:45245", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:29127|issue:30990", "issue:44360|issue:44485", "issue:43116|issue:45200", "issue:39401|issue:44521", - "issue:44261|issue:44373", - "issue:44038|issue:44297", "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44261|issue:44373", "issue:42371|issue:42831", "issue:44038|issue:44295", + "issue:42907|issue:44964", "issue:36296|issue:43116", "issue:42907|issue:43452", "issue:44038|issue:44222", "issue:43992|issue:44704", "issue:43122|issue:44977", - "issue:43278|issue:44945", "issue:45216|issue:45478", + "issue:43278|issue:44945", "issue:43824|issue:44351", "issue:42907|issue:44222", "issue:42757|issue:44351", "issue:42222|issue:43441", - "issue:42673|issue:45072", - "issue:42907|issue:44964", - "issue:43784|issue:45446", - "issue:43064|issue:43673", - "issue:43550|issue:43784", - "issue:22355|issue:29127", - "issue:38617|issue:45278", - "issue:43937|issue:44485", - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:44222|issue:45478" + "issue:43784|issue:45446" ], - "prepared_review_unit_hash": "2cc98af0dc2389b505f1f844e95fc7122d99c398c5e5d06f281a64cc9aa93f9b", + "prepared_review_unit_hash": "6ce6f2e3dee04eddceab18ef3f196974be06837373fb1f6f3c6a4e90279fb846", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36505, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 32, + "serialized_chars": 36805, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug or change; the set is mostly distinct import regressions, tokenizer issues, model-specific failures, and training/inference bugs. I would not merge any of the proposed pairs.", - "confidence": 0.91, - "canonical_issue_reason": "No exact duplicate stands out; issue 45278 is the broadest umbrella report (many import errors after upgrading to 5.5.0) and is the best single issue to anchor this set.", + "summary": "The cluster is highly heterogeneous: the items cover unrelated tokenizer, import, model-loading, training, saving, and documentation/configuration bugs. None of the soft-edge pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here; the reports span unrelated problems across different models and code paths, so picking one would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most general and reusable issue in the group, with clear upgrade context and enough breadth to subsume related import-failure reports if needed.", + "best_issue_reason": "No global best issue stands out because there is no coherent duplicate cluster to anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: saving dequantized Ministral/Devstral models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "One is a generation sync/cache bug; the other is a categorical-cardinality runtime limit error." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but the concrete bugs differ: sync_gpus handling vs recurrent-state reset with cache." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version/package compatibility issue vs incorrect output from pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping regression and failure to load a specific model are different issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Configuration/model-type warning vs missing attribute on a SAM 3 video output object." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad set of post-upgrade import errors are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-handling error message vs Sentence Transformers loading hang." + }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different topics: DSA indexer/ReLU vs GLM-5 RoPE implementation." + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Both involve training/examples, but one is multi-label classification output and the other is Gemma 4 mm_token_type_ids handling." + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both are multimodal/tokenization-related, but the concrete bugs differ: offset_mapping vs assistant_masks." + "reason": "Qwen3 offset_mapping bug and multimodal assistant_mask generation bug are distinct." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "MLA q_a_layernorm precision/config bug is unrelated to a position_ids docstring issue." + "reason": "Both are tokenizer regressions, but they involve different models and likely different fixes." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + "reason": "Qwen3-VL-Moe loading issue and tokenizer save metadata mismatch are unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both are tokenizer regressions, but they cite different models and no shared concrete code-path is evident." + "reason": "LayerNorm epsilon precision bug vs wrong docstring are not the same issue." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API warning/behavior is unrelated to FineGrainedFP8 accuracy." + "reason": "TF32 behavior warning/update and FineGrainedFP8 accuracy regression are different topics." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading issue is unrelated to position_ids buffer access." + "reason": "Qwen3-VL-Moe model issue and position_ids buffer error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal instruct." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification empty results are different failure modes." + "reason": "Tensor-parallel training bug and multi-label classification example failure do not share a concrete code path." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and gguf_file loading breakage are different code paths." + "reason": "Dequantized model saving and gguf_file.from_pretrained breakage are different loading/saving paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe load error and FP8 save_pretrained moe issue are separate model/runtime problems." + "reason": "Qwen3-VL-Moe loading failure and FP8 save_pretrained on moe models are separate bugs." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader bugs." + "reason": "Missing embed_tokens.weight in UMT5Encoder and kwargs not passed in AutoProcessor.from_pretrained are unrelated." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; not the same bug." + "reason": "Both are tokenizer regressions, but there is no evidence they are the same tokenizer or same root cause." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Embedding dtype mismatch in evaluate is unrelated to pipeline-parallel wrong LLM output." + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; not enough to treat as the same bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." + "reason": "Embedding dtype drift during evaluate and incorrect output under pipeline parallelism are different failures." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Two different import errors for different symbols; same broad symptom, different root causes." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Saving dequantized Ministral/Devstral weights and FP8 MoE saving are related only at a high level, not the same bug." + "reason": "Both mention saving models, but one is dequantized Ministral/Devstral and the other is FP8 MoE; too different to merge." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import errors from different symbols and likely different dependency breakages." + "reason": "Different missing imports from different packages/symbols." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage is unrelated to Ministral-3 FlashAttention failure." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in bfloat16 inference are distinct issues." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model-loading/saving paths." + "reason": "A broken vitpose module path and a FlashAttention failure for Ministral-3 are unrelated." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "sentence-transformers import NameError and flex_attention PyTorch version check are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate training vs generation bugs." - }, - { - "left": "issue:43550", - "right": "issue:43784", - "accept": false, - "reason": "torch.compile + SDPA model failure is unrelated to a missing nn import on package load." + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "No module transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Qwen3-VL-Moe loading issue and position_ids buffer access error are different code paths." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "A specific missing symbol import is not the same as a broad bundle of import errors after upgrade." + "reason": "Missing num_labels propagation and flash_attention_3 training collapse are not the same defect." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different aspects of the model." + "reason": "Both are save_pretrained-related, but the model families and failure modes differ." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are unrelated." + "reason": "Related family, but the specific regression surfaces in save_pretrained vs from_pretrained and lacks evidence of a single shared root cause." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "TF32 configuration warning and GLM46V image-patch API missing method are unrelated." + "reason": "Embedding dtype mismatch and pipeline-parallel output corruption are distinct issues." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "SGD args ignored and trainer.evaluate() failing after train() are different training pipeline bugs." + "reason": "Import failures for different missing symbols are not duplicate bugs." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a Qwen3.5 from_pretrained regression." + "reason": "Both are import errors, but they involve different names and likely different dependency-version breakages." } ] }, @@ -11322,71 +11250,83 @@ "component_index": 2, "component_count": 13, "review_unit_index": 35, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", - "issue:42222", "issue:42371", - "issue:42617", "issue:42673", + "issue:43064", "issue:43116", - "issue:43408", "issue:43421", "issue:43450", - "issue:43577", - "issue:43582", - "issue:43742", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", "issue:43825", "issue:43827", + "issue:43874", "issue:43906", "issue:43931", "issue:43937", "issue:43976", "issue:43986", "issue:44038", - "issue:44117", - "issue:44220", - "issue:44261", + "issue:44075", + "issue:44222", "issue:44291", - "issue:44410", - "issue:44483", "issue:44484", - "issue:44496", + "issue:44485", "issue:44779", "issue:44829", + "issue:44936", "issue:44945", "issue:44977", "issue:45071", - "issue:45081", + "issue:45072", "issue:45083", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", "issue:45405", "issue:45446", - "issue:45464", "issue:45478", - "issue:45542" + "issue:45561", + "issue:45563" ], "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:43550|issue:43784", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478", "issue:43116|issue:43825", "issue:44038|issue:45478", "issue:43976|issue:45446", + "issue:43937|issue:45563", "issue:39401|issue:44779", "issue:43931|issue:44945", - "issue:45083|issue:45446", "issue:33453|issue:39401", + "issue:45083|issue:45446", "issue:43937|issue:44977", + "issue:45341|issue:45561", "issue:43827|issue:45446", "issue:42673|issue:43906", "issue:44291|issue:45071", @@ -11395,229 +11335,220 @@ "issue:44829|issue:45216", "issue:44484|issue:45310", "issue:39401|issue:43421", - "issue:38617|issue:41628", - "issue:44117|issue:45081", - "issue:42673|issue:43582", - "issue:44410|issue:45310", - "issue:43408|issue:43742", - "issue:42673|issue:43577", - "issue:42222|issue:45542", - "issue:42371|issue:44261", - "issue:43937|issue:44496", - "issue:44483|issue:45464", - "issue:38617|issue:44220", - "issue:42617|issue:45341", - "issue:42175|issue:42222" + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "1ed81e8be86640d4d6d216b4d90b40bc753d13bc7ffc1353fc074f10c02239c3", + "prepared_review_unit_hash": "b38649e4264a32859808178f7d75579815d7991551228dec5110f202b1283c0d", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35697, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "serialized_chars": 35530, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a duplicate set: the issues span unrelated tokenizer, model-loading, backend/version-check, docs, and API regressions. I rejected every soft pair.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: these reports cover unrelated bugs and no single item is a clear duplicate hub.", + "summary": "Mostly a grab-bag of unrelated Transformers issues, with one plausible duplicate family around v5 import regressions. The only soft edge I\u2019d accept is the specific `layer_type_validation` import failure against the broader \u201cmany import errors after update to 5.5.0\u201d report.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the only clear duplicate family here: post-upgrade v5 import failures. It can act as the umbrella for the specific import-name regression in issue:38617.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is heterogeneous, so any representative issue would be arbitrary.", + "best_issue_reason": "issue:45278 best fits the cluster because it captures a wider regression category rather than a single symptom, making it the most useful canonical issue if these are triaged together.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Different problems: example script multi-label output vs v5 pipeline error messaging." + "reason": "Different problems: VRAM leak in Qwen3ForCausalLM versus dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Different Qwen model families and different failure modes; not the same bug." + "reason": "Unrelated code paths: optimizer-state corruption under FSDP/PEFT versus GenerationMixin cache behavior in chunked prefill." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Python version compatibility bug vs PyTorch import/version check." + "reason": "No shared bug: ONNX import failure versus a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43550", + "right": "issue:43784", "accept": false, - "reason": "Both tokenizer regressions, but for different models and symptoms (offset mapping vs incorrect outputs)." + "reason": "Different failure modes and subsystems: torch.compile/SDPA on Bamba versus a sentence-transformers import NameError." }, { - "left": "issue:43931", - "right": "issue:44945", - "accept": false, - "reason": "Model weight-shape loading error vs pipeline-parallelism output corruption." + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "Both point to the same v5 import-regression family; 45278 is the umbrella report and 38617 is a specific missing-symbol import failure." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "qwen3_omni_moe feature-length helper issue vs flex_attention import version check." + "reason": "GLM-5 GenerationConfig validation error is distinct from a RoPE implementation discussion." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Generic tokenizer loading regression vs specific Qwen3 offset-mapping bug." + "reason": "Different components and symptoms: classification example output bug versus SigLIP2 implementation discrepancy." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Different model-specific generation failures; no shared code-path evidence." + "reason": "TF32 behavior guidance and GLM46V image-processor attribute error are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Docs mentioning removed pipeline API vs flex_attention import gating." + "reason": "Optimizer arguments not being used is not the same as evaluate() failing after train()." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in multithreaded dataloader use vs an isolated reproduction of another issue." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Unexpected init_empty_weights argument vs PretrainedConfig type-checking breakage." + "reason": "Example-script multi-label output bug is unrelated to a pipeline() error-message regression." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Video processor batch-shape bug vs missing-torchvision crash path." + "reason": "Related model family, but different concrete failures: Qwen3-VL-Moe bug versus Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:45405", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump issue vs PyTorch version check bug." + "reason": "Python version compatibility complaint is not the same as a PyTorch version check bug in flex_attention." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression." + "reason": "GenerationConfig invalidity and a stale warning for num_return_sequences are separate issues." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Question about shard size default vs Qwen3.5 from_pretrained failure." + "reason": "Both are tokenizer-related, but they affect different tokenizers and different output defects." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43931", + "right": "issue:44945", "accept": false, - "reason": "Different tokenizer internals: offset mapping bug vs runtime special-token/post-processor update bug." + "reason": "Model weight-shape mismatch on load is not the same as incorrect output under pipeline parallelism." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different missing imports; same broad area but not the same underlying defect." + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping bug are too different to treat as duplicates." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping None handling vs Mistral regex patch crash." + "reason": "A qwen3_omni_moe helper-function behavior issue is unrelated to a PyTorch version-check bug." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "VRAM leak vs Apple Silicon TypeError; unrelated failures." + "reason": "GLM-5 config validation and Qwen3.5 flash-attention generation problems are different failures." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "qwen3next missing projections vs Qwen3.5 from_pretrained error." + "reason": "A testing_utils bug and an xdist race on captured_info.txt are separate defects, not the same root cause." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Model-type mismatch warning vs unrelated MobileLLM key error." + "reason": "Docs still referencing pipeline() and a flex_attention version-check error are unrelated." }, { "left": "issue:42673", - "right": "issue:43577", + "right": "issue:43906", "accept": false, - "reason": "VRAM leak in threaded loading vs dtype mismatch on Blip2 load." + "reason": "VRAM leak under dataloader threads is unrelated to an isolated reproduction of another issue." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Vitpose model breakage vs TensorFlow backend detection issue." + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are different compatibility regressions." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "TF32 API guidance bug vs MLA rms_norm_eps precision issue." + "reason": "Video processor batching shape bug is unrelated to AutoProcessor crashing without torchvision." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Invalid generation config vs unrecognized model config; different load/generation paths." + "reason": "PEFT version pinning and flex_attention version checking are unrelated dependency issues." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both hit chat/completions, but one is a general v5 API rejection and the other is a model-specific streaming inference failure." + "reason": "Flash Attention 3 training degeneration is not the same as a save_pretrained checkpoint regression." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "ImportError for configuration_utils symbol vs audio feature-extraction helper issue." + "reason": "A question about shard size defaults is not the same as a Qwen3.5 MoE loading error." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "3d_parallel.py execution failure vs testing_utils bug; no shared root cause." + "reason": "Tokenizer offset mapping and runtime post-processor updates are different tokenizer behaviors." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TensorFlow backend packaging issue vs vitpose model breakage." + "reason": "Both are import errors, but they concern different missing names and likely different regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it correctly treats the set as mostly unrelated issues and identifies 45278 as the broad umbrella for the import-regression family. The only accepted soft edge, 38617 vs 45278, is conservative and supported by the titles. No obvious evidence overstatement." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11626,20 +11557,22 @@ "component_index": 2, "component_count": 13, "review_unit_index": 36, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:38617", "issue:41628", + "issue:42175", "issue:42222", - "issue:42757", + "issue:42371", + "issue:42617", + "issue:42673", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43122", @@ -11647,49 +11580,60 @@ "issue:43408", "issue:43441", "issue:43452", - "issue:43531", + "issue:43577", "issue:43582", "issue:43673", + "issue:43742", "issue:43874", "issue:43931", - "issue:43976", + "issue:43937", "issue:43986", "issue:44038", - "issue:44062", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44704", + "issue:44496", "issue:44829", "issue:44933", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", - "issue:45245", + "issue:45081", "issue:45278", + "issue:45310", "issue:45341", - "issue:45372", - "issue:45375", "issue:45459", + "issue:45464", "issue:45478", "issue:45542" ], "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:42617|issue:45341", "issue:44933|issue:45278", "issue:44484|issue:45478", "issue:43066|issue:43122", "issue:43673|issue:45341", "issue:43097|issue:44493", - "issue:42222|issue:45459", "issue:44410|issue:45478", + "issue:42222|issue:45459", "issue:43874|issue:44261", "issue:43441|issue:44829", "issue:43986|issue:44484", @@ -11699,278 +11643,252 @@ "issue:45071|issue:45542", "issue:45003|issue:45341", "issue:43931|issue:44410", - "issue:43097|issue:43452", - "issue:43986|issue:45341", "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", "issue:43335|issue:45071", - "issue:43408|issue:44368", "issue:43931|issue:44038", - "issue:43874|issue:44263", - "issue:44829|issue:45245", - "issue:43986|issue:45372", - "issue:43976|issue:45071", - "issue:43531|issue:45341", - "issue:43064|issue:44315", - "issue:38617|issue:42757", - "issue:44261|issue:44485", - "issue:44410|issue:45375", - "issue:44704|issue:45103", - "issue:43582|issue:45341", - "issue:44038|issue:44410", - "issue:44062|issue:44117", - "issue:43986|issue:44117", - "issue:38617|issue:44351" + "issue:43408|issue:44368", + "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "8263c209cb20b9c64aa70fbac49ea47fa4391208bb69fd32ce9904a01bb3870d", + "prepared_review_unit_hash": "7df1b98165842a7eff8094d802bf22dc677647190889d212de32c38596b81195", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 38097, - "estimated_input_tokens": 9525, - "estimated_eval_tokens": 19306 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38020, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers v5 regression reports, but they span many unrelated subsystems (imports, tokenizer mappings, model config, generation, FSDP, vision/video processors). The broadest umbrella issue is the open report about many import errors after upgrading to 5.5.0, but the soft pairs are mostly adjacent symptoms rather than the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it explicitly covers many import failures after upgrading Transformers, which matches the dominant theme of the cluster.", + "summary": "This cluster is mostly a mix of unrelated Transformers regressions and model-specific bugs. The only plausible umbrella theme is v5/v5.4/v5.5 import/API breakage, so the broadest issue is the best canonical issue candidate. None of the soft pairs look like the same concrete bug/change closely enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the set: it describes many import errors after upgrading to v5.5.0, which fits the shared version-regression/import-failure theme better than the narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, user-facing summary of the repeated v5 import regressions; the other issues are narrower, model-specific, or unrelated follow-on bugs.", + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general and reusable tracking item for the import-regression subset; the rest are mostly specific model/back-end bugs or unrelated API issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Related import-regression theme, but 45278 is an umbrella report while 44933 is a specific image_utils import failure; not clearly the same bug." + "reason": "Both are tokenizer-related, but one is a mapping-null bug and the other is a Mistral regex patch crash; different code paths and fixes." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Completely different symptoms: shard-size behavior vs Qwen3.5 MoE from_pretrained loading failure." + "reason": "VRAM leak in Qwen3 CausalLM vs Apple Silicon TypeError in allocator warmup are unrelated failures." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both tokenizer-related, but one is a decoder-type bug and the other is a tokenization behavior change; different concrete failures." + "reason": "Different Qwen model families and different symptoms: missing projections vs from_pretrained load error." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Chunked-prefill cache issue vs a testing_utils bug; unrelated code paths." + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a MobileLLM key error." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Embeddings tying removal warning vs unexpected key/position-id issue; different regression classes." + "reason": "Memory leak in model use across threads is not the same as Blip2 dtype propagation staying float32." }, { "left": "issue:42222", - "right": "issue:45459", + "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage vs tokenizer protobuf error masking; unrelated." + "reason": "VitPose model breakage and missing TensorFlow backend are different subsystems and failure modes." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Different Qwen-family model failures with different missing pieces and loading paths." + "reason": "TF32 settings warning is unrelated to the MLA rms_norm_eps precision/config issue." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Missing image-patch API vs missing rms_norm_eps in config; different model-family bugs." + "reason": "GLM generation-config validation and an unrecognized model config are separate loading/validation problems." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both mention FlashAttention, but one is an inference failure for a specific model and the other is degenerate training with FA3; not the same code-path problem." + "reason": "Both hit chat/completions, but one is a generic request acceptance issue and the other is a streaming inference failure on a specific model." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "AutoProcessor/torchvision loading crash vs save_pretrained shard sizing; unrelated." + "reason": "An import error for layer_type_validation is unrelated to an audio feature extraction bug." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "A precision warning during bfloat16 compilation vs a model-type mismatch warning; not the same underlying bug." + "reason": "TensorFlow backend packaging and VitPose model breakage are not the same issue." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both GLM-related, but one is a torch.split bug and the other is a RoPE implementation issue; different fixes." + "reason": "A script execution problem and a testing_utils bug are unrelated." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "AutoImageProcessor import error vs PretrainedConfig type-checking regression; different problems." + "reason": "The latter is a broad import-regression umbrella, but this specific missing image_utils import is not clearly the same concrete bug." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Type-checking regression in v5.4 vs TensorBoard-only backend detection error; unrelated." + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE loading error." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Unsafe sys.modules access vs a testing_utils bug; different subsystems and behaviors." + "reason": "Both are tokenizer/v5-related, but one is a decoder-type mismatch and the other is a tokenization behavior change; not clearly the same fix." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections; both model-specific but not the same defect." + "reason": "Generation cache behavior during chunked prefill is unrelated to a testing utility bug." }, { "left": "issue:43097", - "right": "issue:43452", + "right": "issue:44493", "accept": false, - "reason": "Both are loading/API regressions, but one is an embeddings-tie API removal issue and the other is gguf_file breaking tokenizer/model loading." + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "AutoProcessor torchvision crash vs testing_utils bug; unrelated." + "reason": "Different Qwen model-loading failures with different root causes." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is a generic mapping bug, but 44987 is a specific model loading failure; not clearly the same root cause." + "reason": "VitPose model breakage and tokenizer error handling with missing protobuf are unrelated." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "SwitchTransformers config construction bug vs PretrainedConfig type checking regression; different code paths." + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to the MLA rms_norm_eps issue." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Model-type mismatch warning vs tie_word_embeddings warning; both warnings only, but not the same underlying issue." + "reason": "FlashAttention failures, but on different models and code paths; not the same concrete bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different Qwen/VL loading failures with different causes." + "reason": "AutoProcessor/video-model import behavior is unrelated to max_shard_size in save_pretrained." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Different GLM family bugs: missing image-patch method vs torch.split return handling." + "reason": "A PyTorch bfloat16 warning and a sam3 model-type warning do not share a root cause." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "FlashAttention training degeneration vs a categorical-cardinality runtime limit; unrelated." + "reason": "A torch.split return-value problem and a GLM-5 RoPE implementation issue are distinct." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Processor loading without torchvision vs missing ReasoningEffort import from mistral_common; different dependency failures." + "reason": "Cannot import AutoImageProcessor and PreTrainedConfig type-checking breakage are different version regressions." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Python version compatibility issue vs PretrainedConfig type-checking regression; different scope." + "reason": "PretrainedConfig type-checking and TensorFlow backend detection are unrelated." }, { - "left": "issue:43531", + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Optimizer-state corruption with FSDP2/PEFT/cpu_ram_efficient_loading vs Liger Kernel not applied in model_init; different training mechanics." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both are import errors, but they target different symbols from different packages and likely different dependency/version causes." + "reason": "Tokenizer mapping None and a transformers>=5.1.0 load failure are not the same concrete bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Missing config.rms_norm_eps precision issue vs GLM-5 RoPE implementation bug; not the same defect." + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing utility bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Different Qwen-family config/model issues; one is missing projections, the other a missing vision config field." + "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are unrelated regressions." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "AutoProcessor kwargs propagation bug vs auto_docstring crash under future annotations; unrelated." + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are different issues." }, { - "left": "issue:43582", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Apple Silicon allocator TypeError vs testing_utils bug; no overlap in code path." + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe v5 bug are model-specific and distinct." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Both Qwen-family, but one is a general v5/Qwen3-VL-Moe issue and the other is a missing projection layer in qwen3next; not the same bug." + "reason": "Model-type warning for sam3 is unrelated to tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "AddedToken argument collision vs tokenizer mapping None handling; different tokenizer layers." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "AutoProcessor crash without torchvision vs tokenizer mapping assumption; unrelated." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are cannot-import-name failures, but the missing symbols are different and there is no evidence of a shared root cause." + "reason": "Both touch GLM-related code, but one is an image-processor API omission and the other is a tensor-splitting issue; not the same bug." } ] }, @@ -11986,69 +11904,81 @@ "component_index": 2, "component_count": 13, "review_unit_index": 37, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:36683", "issue:38617", "issue:42757", "issue:42886", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43381", - "issue:43475", "issue:43502", "issue:43525", "issue:43526", + "issue:43531", "issue:43550", - "issue:43582", "issue:43618", - "issue:43756", - "issue:43761", - "issue:43824", "issue:43825", - "issue:43867", "issue:43873", "issue:43901", "issue:43906", - "issue:43937", "issue:43976", "issue:43986", "issue:43992", "issue:44038", + "issue:44062", "issue:44117", - "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", + "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44655", - "issue:44683", + "issue:44704", + "issue:44829", + "issue:45071", + "issue:45103", + "issue:45245", "issue:45290", - "issue:45381", - "issue:45479", - "issue:45538" + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479" ], "soft_pairs": [ + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43986|issue:44117", "issue:43502|issue:43992", "issue:43097|issue:43873", - "issue:43937|issue:45538", + "issue:43986|issue:45290", "issue:43992|issue:44484", - "issue:43824|issue:43986", "issue:43066|issue:43906", "issue:43825|issue:44655", "issue:43352|issue:44380", @@ -12059,265 +11989,240 @@ "issue:42886|issue:43381", "issue:43208|issue:43550", "issue:42907|issue:44655", - "issue:44380|issue:45479", "issue:43525|issue:44117", + "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:43618|issue:43761", - "issue:36683|issue:43582", - "issue:43012|issue:44683", - "issue:44483|issue:45290", - "issue:42757|issue:43824", - "issue:44038|issue:44230", - "issue:44483|issue:45381", - "issue:43299|issue:43867", - "issue:38617|issue:43502", - "issue:43901|issue:44655", - "issue:43756|issue:44485", - "issue:42994|issue:44655", - "issue:36683|issue:43475" + "issue:43618|issue:44380" ], - "prepared_review_unit_hash": "8826a6feeec8aceb5d35a5135e50cf402733cb3df2ee08cfe7a77ed87dda00e7", + "prepared_review_unit_hash": "7d948642efe4f0fe1e85a2de1fa96f9a8ae3cb9fdf7fe65f3e828faf95d09cce", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37965, - "estimated_input_tokens": 9492, - "estimated_eval_tokens": 19240 + "soft_pair_count": 34, + "serialized_chars": 37834, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and a few quantization/attention issues. The items do not collapse into a single duplicate, so I rejected all soft edges and picked the most broadly representative v5 regression issue as the canonical anchor.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 43097 is the clearest broad v5 regression / API-breakage report in the set and is more representative of the cluster than the highly model-specific or narrowly scoped bugs.", + "summary": "This cluster is broadly heterogeneous: the soft pairs are mostly superficially similar (imports, tokenizer/model bugs, training issues, warnings) but do not describe the same underlying defect. I would not merge any of the proposed soft edges, and there is no clear single canonical issue for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43097 is the best global issue candidate because it captures a user-facing v5 compatibility break with clear downstream impact and sits closest to the general regression theme seen across the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Different failures: offline/network requests during load vs missing embed_tokens.weight when loading UMT5; not the same bug." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "One is a removed API symbol, the other is a quantization offloading problem; different code paths." - }, - { - "left": "issue:43937", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Different problems: flash-attention-3 training degeneration vs a category-cardinality runtime limit." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Checkpoint/shard loading issue vs save_pretrained shard-size question; not duplicate." + "reason": "Both are loading/import failures, but one is about missing torchvision for video models and the other is a mistral_common import breakage for Gemma 4 processing." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "Import error for a specific Qwen2.5-VL class is unrelated to torchvision-missing AutoProcessor crash." + "reason": "Different compatibility regressions: Python 3.9+ support vs PretrainedConfig type checking in v5.4.0." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "No evidence they target the same tokenizer-decoder bug; 43906 is only an isolated reproduction reference." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Pipeline task messaging vs saving Pipeline objects are different behaviors." + "reason": "Different training-stack issues: FSDP2/PEFT optimizer state corruption vs Liger kernel not applied with model_init." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both involve attention backends, but they affect different models and different concrete failures." + "reason": "Both are import errors, but they target different symbols from different modules and have no shared code path." }, { - "left": "issue:38617", - "right": "issue:43097", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are v5 API breakages, but they concern different missing symbols and different fixes." + "reason": "MLA layernorm precision/config bug is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Removed config flag vs stale docs for return_all_scores; not the same underlying issue." + "reason": "Different Qwen-family model config issues affecting different fields and components." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "PyTorch precision warning in compilation is not the same as a Bamba SDPA compile failure." + "reason": "Tokenizer construction error and tokenizer-mapping None handling are distinct failures." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Warning about bfloat16 compile precision is unrelated to the tie_word_embeddings warning during fine-tuning." + "reason": "Both mention Qwen, but they concern different model variants and different missing model pieces." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Offline cache loading and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring future-annotations crash." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "xLSTM training bugs are model-specific and distinct from Bamba torch.compile/SDPA failure." + "reason": "Both are import-related, but they involve different missing APIs and different subsystems." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Quantized/dequantized model saving is not the same as saving Pipeline objects." + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping returning None." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Attention backend scaling bug and degenerate single-label classification loss are unrelated." + "reason": "local_files_only still making network calls is unrelated to a missing embed_tokens.weight on UMT5Encoder load." }, { - "left": "issue:43525", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and tokenizer mapping returning None are different load-time issues." + "reason": "A removed config field warning is unrelated to offloading/quantization behavior." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "A model-specific Flash Attention limitation is unrelated to Python version compatibility." + "reason": "Different processor failures: missing torchvision vs batched chat template handling with tool-call messages." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Distributed optimizer-state bug and GPT2 attention scaling bug are unrelated." + "reason": "Model weight-loading failure and save_pretrained sharding default are unrelated." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "xLSTM training blockers do not match a BeitImageProcessorFast label-reduction bug." + "reason": "Wrong tokenizer decoder type is not the same bug as an isolated reproduction of another issue." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Chat/completions request handling and chat template batching crash are separate code paths." + "reason": "Pipeline task-support messaging and pipeline save_pretrained failure are separate issues." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43097", "accept": false, - "reason": "CLIP output assignment and GPT2 attention scaling are different model bugs." + "reason": "ImportError for a utility symbol and a removed config option are unrelated." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough evidence they are the same bug." + "reason": "Tie-embeddings removal and outdated docs about return_all_scores are different changes." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different failures: a bfloat16 warning during compile vs a Bamba SDPA torch.compile bug." }, { "left": "issue:43012", - "right": "issue:44683", + "right": "issue:44368", "accept": false, - "reason": "bfloat16 precision warning is unrelated to compiled flex_attention failure on newer torch." + "reason": "They are both warnings, but about different config fields and unrelated code paths." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Server request acceptance and assistant-tool-call chat templating are different failures." + "reason": "Offline cache loading and gradient-checkpointing eval-mode behavior are unrelated." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different import errors from different modules/classes; not a duplicate." + "reason": "xLSTM training bugs are unrelated to Bamba SDPA/torch.compile issues." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Qwen3-VL-Moe loading regression is not the same as fp8 support request." + "reason": "Saving dequantized models and saving Pipeline objects both involve save_pretrained, but they are different object types and failures." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43525", + "right": "issue:44117", "accept": false, - "reason": "Chat completions acceptance failure is unrelated to Qwen2.5-VL video vision_position_ids correctness." + "reason": "Missing pad_token_id on Llama4Config is unrelated to tokenizer mapping assumptions." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Qwen3VL-Moe loading breakage is not the same as sorted state_dict load error." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to degenerate zero loss in single-label classification." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Different failures: missing import vs unwanted network calls during local-only load." + "reason": "Flash Attention support for Nemotron is unrelated to the Python-version compatibility issue." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects." + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling are different bugs." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different RoPE-related model discussions with no evidence of the same underlying bug." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Quantized model saving failure is not the same as Pipeline.save_pretrained support." + "reason": "Chat/completions API rejection and Qwen2_5_VLProcessor batching are different layers and different failures." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are unrelated attribute errors." + "reason": "Missing CLIPOutput attentions assignment is not the same as GPT2 attention scaling being ignored." } ] }, @@ -12333,75 +12238,89 @@ "component_index": 2, "component_count": 13, "review_unit_index": 38, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:28282", - "issue:33453", "issue:36010", - "issue:36296", "issue:36683", + "issue:38617", "issue:41669", "issue:42757", - "issue:42890", + "issue:42994", "issue:43010", + "issue:43012", "issue:43064", "issue:43066", + "issue:43299", "issue:43352", + "issue:43475", + "issue:43502", "issue:43525", - "issue:43575", + "issue:43582", "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", + "issue:43901", "issue:43931", "issue:43937", "issue:43976", "issue:43992", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44112", "issue:44188", "issue:44220", + "issue:44230", "issue:44242", "issue:44246", "issue:44263", - "issue:44360", "issue:44380", - "issue:44484", + "issue:44483", + "issue:44485", "issue:44492", "issue:44655", - "issue:44857", + "issue:44683", "issue:44938", - "issue:44964", - "issue:44977", - "issue:45071", "issue:45216", "issue:45278", + "issue:45290", "issue:45310", - "issue:45341", - "issue:45357", "issue:45375", "issue:45381", - "issue:45440", - "issue:45478" + "issue:45440" ], "soft_pairs": [ + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:36683|issue:43475", "issue:43867|issue:45216", - "issue:44220|issue:44655", "issue:43352|issue:43937", "issue:43066|issue:45381", + "issue:44220|issue:44655", "issue:44077|issue:44380", - "issue:44263|issue:45440", "issue:36683|issue:44077", "issue:43064|issue:44492", + "issue:44263|issue:45440", "issue:43976|issue:44938", "issue:36683|issue:43525", - "issue:36010|issue:42757", "issue:44188|issue:44380", + "issue:36010|issue:42757", "issue:43618|issue:45216", "issue:36683|issue:44242", "issue:43992|issue:45310", @@ -12410,281 +12329,244 @@ "issue:43352|issue:43931", "issue:41669|issue:44246", "issue:43867|issue:45375", - "issue:36683|issue:43064", - "issue:43992|issue:45478", - "issue:44938|issue:45071", - "issue:43867|issue:45357", - "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:42890|issue:44964", - "issue:28282|issue:33453", - "issue:42890|issue:44112", - "issue:43618|issue:44977", - "issue:43010|issue:44075", - "issue:42890|issue:45341" + "issue:36683|issue:43064" ], - "prepared_review_unit_hash": "bf07f41649672b7aaee1cb440e065e4560eff65ebbae789250f80aa9fffdf3e7", + "prepared_review_unit_hash": "23dafea54c6bbd124c865298d715dcfe360d3536894086cf15600ad4ec0bf84a", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37568, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the candidate pairs span unrelated import, tokenizer, model-loading, training, and config bugs. I found no convincing duplicate/mergeable pairs, so no canonical issue or PR stands out.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a clear canonical representative because the set does not share one underlying bug; the pairs are mostly unrelated across different code paths and model families.", + "summary": "This cluster is mostly heterogeneous: many look like unrelated v5 regressions, import/export issues, model-specific loading bugs, or documentation/performance complaints. I only see one plausible duplicate/soft-edge match around slow `import transformers` behavior.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for the import-regression theme (\u201cmany import errors after update to 5.5.0\u201d) and is the most useful representative issue among these mostly mixed reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best fit for the cluster because the items are not variations of one problem; selecting any one would misrepresent the rest.", + "best_issue_reason": "45278 is the most central and actionable issue for triage: it is open, broad, and covers a recurring upgrade/import failure pattern that overlaps several other reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Different failure modes: generic state_dict loading error vs Qwen3.5 save_pretrained regression." - }, - { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Audio feature extraction bug vs pipeline save_pretrained limitation; unrelated code paths." + "reason": "Both are CLIP regressions, but they hit different outputs (`attentions` vs `hidden_states`) and likely different code paths." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5." + "reason": "Gemma3 config attribute error vs Apple Silicon allocator TypeError; unrelated subsystems." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer decoder type mismatch vs qwen2.5-vl video vision_position_ids issue." + "reason": "A PyTorch precision warning is not the same bug as a compiled flex_attention failure." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different issues: patchtsmixer post_init policy vs GPT2 attention scaling ignored in SDPA/FA." + "reason": "One is API request acceptance at `/v1/chat/completions`; the other is chat-template tokenization crashing on tool-call messages." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "torch.split return handling in one indexer vs DeepseekV3MoE implementation divergence." + "reason": "Both are import errors, but for different missing symbols from different packages/modules." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Gemma3 missing vocab_size and patchtsmixer post_init are unrelated model/config bugs." + "reason": "Model loading regression vs fp8 inference support request; not the same concrete bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs a cache strategy typo." + "reason": "Chat completion request rejection and Qwen2.5-VL video position-id mismatch are different failures." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Python version compatibility regression vs Python 3.14 import failure; related broadly to versioning, not same bug." + "reason": "Different load failures: Qwen3-VL-Moe model loading vs sorted-state-dict loading error." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different model configs." + "reason": "Missing import from `configuration_utils` vs unexpected network requests under `local_files_only=True`; unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different symbols and upstream breakages." + "reason": "Different model families and different RoPE-related problems; not the same bug." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "torch.compile attention-kernel branching bug vs GPT2 attention scaling config being ignored." + "reason": "Docs mentioning `return_all_scores` vs inability to save Pipeline objects; different issues." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 save_pretrained regression." + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline serialization; different code paths." }, { "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Gemma3 config attribute missing vs load balancing loss omission; unrelated subsystems." - }, - { - "left": "issue:43992", - "right": "issue:45310", + "right": "issue:43475", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + "reason": "Missing `vocab_size` on Gemma3Config vs missing `fpn_position_embeddings` on SAM 3 output; unrelated attribute bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Cache/layer update no_grad decoration request vs broad import errors after upgrading transformers." + "reason": "A load-time state_dict ordering error and a save_pretrained regression for Qwen3.5 are different problems." }, { - "left": "issue:36683", - "right": "issue:43352", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Gemma3 config attribute error vs Nemotron Flash Attention support check; different model families." + "reason": "Flash Attention 2 support gating vs invalid GenerationConfig validation; different failure points." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Flash Attention support gating vs Qwen3-VL weight shape mismatch; not the same bug." + "reason": "Tokenizer decoder type issue vs Qwen2.5-VL video vision-position-id bug; not the same underlying defect." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Reducing import * usage for import performance vs intermittent slow import complaint; related theme, but not the same concrete fix." + "reason": "Audio feature extraction bug vs Pipeline save_pretrained failure; unrelated." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Generic state_dict loading error vs missing Qwen3_5MoeVisionConfig field; different root cause." + "reason": "PatchTSMixer post-init validation and GPT2 attention scaling under SDPA/FlashAttention are different bugs." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute missing vs optimizer-state corruption under FSDP2+PEFT." + "reason": "Gemma3 config missing field vs PatchTSMixer post_init policy; unrelated." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs same Qwen3.5 MoE from_pretrained family, but a different reported failure path; not enough evidence to merge." + "reason": "Distributed optimizer-state corruption vs a typo in cache strategies; unrelated." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Python 3.14 import failure vs PretrainedConfig type checking breakage in v5.4.0; unrelated symptoms." + "reason": "Different MoE implementations and different problems (`torch.split` indexing vs DeepSeekV3 divergence)." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Generic load error when state_dict is sorted vs Qwen3.5 visual encoder key regression in save_pretrained." + "reason": "Both are Python-version compatibility problems, but for different versions and different breakages." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Missing no_grad decoration on cache/layer updates vs Python 3.9/3.10 compatibility issue." + "reason": "Both are missing config attributes, but for different models and different fields." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "Interpreter-version import failure vs qwen2.5-vl video position-id bug; different areas." + "reason": "Compile-time attention-kernel divergence is not the same issue as GPT2 attention scaling being ignored." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; not the same code-path problem." + "reason": "Both are import errors, but they concern different missing names and different causes." }, { "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct loading OOM; both TP-related but distinct problems." - }, - { - "left": "issue:43867", - "right": "issue:44484", + "right": "issue:45216", "accept": false, - "reason": "Model load error with sorted state_dict vs save_pretrained shard-size question; unrelated." + "reason": "CLIP attention output regression and Qwen3.5 save_pretrained regression are unrelated." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "CLIPOutput attentions regression vs float16 AMP crash in LwDetrImageLoss." + "reason": "Gemma3 config attribute error vs MoE load-balancing loss logic; unrelated." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Missing set_seed in a test vs a model load failure for Phi-4 multimodal; unrelated." + "reason": "UMT5 weight-loading omission vs Qwen3.5 MoE from_pretrained error; different loading bugs." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "PyTorch dependency ImportError vs tokenizer-loading regression; different causes." + "reason": "Cache update should be `no_grad` is unrelated to broad import errors after upgrade." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:43352", "accept": false, - "reason": "Flaky test missing set_seed vs stale device override CI failure in GraniteSpeech." + "reason": "Missing config field vs unsupported Flash Attention 2 for Nemotron; different issues." }, { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 flash-attention generation bug." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe slow `import transformers`; 41669 points to the root cause (`import *` in model imports) and 44246 reports the same symptom." }, { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Missing no_grad decoration request vs SGD arguments not being used; different optimizer/cache issues." + "reason": "State-dict loading error vs missing `deepstack_visual_indexes` in Qwen3.5 vision config; different bugs." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Flaky integration test setup vs a bug in testing_utils.py; not the same underlying issue." + "reason": "A config attribute error and a distributed optimizer-state bug are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The cluster is indeed heterogeneous, and the only soft-edge acceptance (41669 \u2194 44246) is plausible from the titles alone without overcommitting beyond the evidence. The other pairwise rejections also read as cautious and well-supported." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12693,42 +12575,37 @@ "component_index": 2, "component_count": 13, "review_unit_index": 39, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ + "issue:28282", "issue:30990", "issue:31795", - "issue:33357", "issue:33453", - "issue:34689", "issue:36296", - "issue:38175", - "issue:38617", - "issue:41628", "issue:42548", - "issue:42757", - "issue:42831", "issue:42890", "issue:43010", "issue:43065", "issue:43232", "issue:43299", "issue:43502", - "issue:43576", - "issue:43673", + "issue:43575", + "issue:43618", "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", + "issue:43867", + "issue:43976", + "issue:43992", "issue:44062", "issue:44075", + "issue:44077", + "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -12736,22 +12613,44 @@ "issue:44368", "issue:44373", "issue:44387", + "issue:44484", "issue:44485", - "issue:44492", "issue:44556", - "issue:44655", "issue:44749", + "issue:44857", "issue:44871", - "issue:44908", - "issue:44961", + "issue:44938", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", + "issue:45341", + "issue:45357", "issue:45375", - "issue:45468", - "issue:45478" + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561" ], "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "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:28282|issue:33453", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43010|issue:44075", "issue:43723|issue:44556", + "issue:42890|issue:45341", "issue:43502|issue:44062", "issue:44387|issue:44556", "issue:44222|issue:45125", @@ -12767,285 +12666,241 @@ "issue:44315|issue:44360", "issue:43010|issue:44368", "issue:42890|issue:44373", - "issue:38175|issue:43502", - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:44355|issue:44655", - "issue:44222|issue:44230", - "issue:44355|issue:45071", - "issue:42831|issue:43874", - "issue:42890|issue:43232", - "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:33453|issue:36296", - "issue:43827|issue:44961", - "issue:43576|issue:43824", - "issue:43576|issue:45071", - "issue:43673|issue:44492", - "issue:38617|issue:43576", - "issue:33357|issue:33453", - "issue:44961|issue:45468", - "issue:31795|issue:38617", - "issue:43576|issue:44351", - "issue:44908|issue:44961", - "issue:41628|issue:42548" + "issue:43502|issue:44222", + "issue:43299|issue:44556" ], - "prepared_review_unit_hash": "b88019d05782831aa310221b6ba2ffb539eb544dd0a1446cc1cb9daf2cd03950", + "prepared_review_unit_hash": "e18562543ce73575023181352eca3180288cc120e48465d0afdcbbb376d621eb", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38525, - "estimated_input_tokens": 9632, - "estimated_eval_tokens": 19520 + "soft_pair_count": 35, + "serialized_chars": 37636, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate issues with a loose common theme of v5 regressions, loading failures, and import problems. None of the soft pairs look like the same underlying bug/change with enough specificity to merge as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44556 is a clear, actionable regression report tied to a version upgrade and model reload failure, with a concrete failure mode and environment context.", + "summary": "Mostly a heterogeneous cluster of unrelated issues; the soft pairs are mostly same-subsystem at best, not true duplicates. I did not find any pair that clearly shares the same concrete bug/change, so all soft edges are rejected. The most representative issue is the broad checkpoint reload regression after upgrading to v5.x.", + "confidence": 0.48, + "canonical_issue_reason": "issue:44556 is the broadest, most central loading-regression report in the set: checkpoints trained on v4.57 fail to reload in v5.2/v5.3. It generalizes better than model-specific, tokenizer-specific, or test/doc-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest representative issue in this set because it describes a specific upgrade regression affecting checkpoint reloads and is likely to be actionable for maintainers.", + "best_issue_reason": "issue:44556 best captures the cluster\u2019s main recurring theme of v5 loading regressions without being overly narrow to one model or API path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload failure after upgrading; too broad and not the same code path." - }, - { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated bugs." + "reason": "Both are test-flakiness reports, but they involve different failures and files; no shared underlying bug is evident." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Int4 quantization memory/OOM regression is a different failure mode from checkpoint reload incompatibility." + "reason": "Different models and different loading failures; too vague to be the same code-path bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism affect different behaviors and code paths." + "reason": "One is a Python 3.14 load failure, the other is a PretrainedConfig type-checking regression; not the same bug." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder Conv2d implementation are unrelated." + "reason": "Both concern loading/saving keys, but they affect different model families and different directions of the flow." }, { "left": "issue:43010", - "right": "issue:43232", + "right": "issue:43976", "accept": false, - "reason": "Both touch generation/cache areas, but one is about no_grad decoration and the other about sync_gpus/_update_model_kwargs_for_generation; not the same bug." + "reason": "Completely unrelated: no-grad decoration on cache updates vs Python-version compatibility." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen3.5 MoE loading, but one is specifically tensor-parallel _tp_plan support while the other is a broader from_pretrained error; insufficient evidence they are the same defect." + "reason": "Generic load failure vs a Qwen2.5-VL video position_ids bug; different problems." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Different missing exports: PreTrainedModel versus HybridCache." + "reason": "Both mention implementation divergence, but for different models and different behaviors; not a duplicate." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel loading and a missing vision config field are different model/config issues." + "reason": "Unrelated model-output field issue vs an optional post_init constraint." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Compiled Python file errors and slowed filtering after upgrade are unrelated." + "reason": "Tensor-parallelism is the only overlap; one is a general training bug, the other is a specific OOM on loading a Qwen model." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Sentence Transformers loading hang and forward-docstring confusion are unrelated." + "reason": "Load error from sorted state_dict is unrelated to the save_pretrained shard-size question." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Local_files_only network requests and GLM-5 RoPE implementation are unrelated." + "reason": "Different model areas and different failure modes." }, { - "left": "issue:44075", - "right": "issue:44871", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "SGD optimizer args not used and Gemma-3 eos_token_id mismatch are unrelated." + "reason": "ImportError for missing PyTorch vs tokenizer-loading regression; unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Liger Kernel application during model_init and DSA indexer ReLU discussion are not the same issue." + "reason": "Different models and different runtime paths; flash-attention generation bug is not the same issue." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache update no_grad and tie_word_embeddings warning are unrelated." + "reason": "Test seeding flakiness vs a specific multimodal model loading failure." }, { "left": "issue:42890", - "right": "issue:44373", + "right": "issue:44112", "accept": false, - "reason": "Test flakiness from missing set_seed and position_ids docstring typo are unrelated." + "reason": "Different CI/test issues with different symptoms and files." }, { - "left": "issue:38175", - "right": "issue:43502", + "left": "issue:43010", + "right": "issue:44075", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unintended API requests during local-only loading are unrelated." + "reason": "No concrete overlap beyond both being optimizer/model-related bugs." }, { - "left": "issue:43299", + "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage in v5.0 and checkpoint reload failure after v4.57->v5.2/5.3 are different regressions." + "reason": "Both are loading regressions, but one is tokenizer-loading and the other is checkpoint reload after version upgrade; not the same bug." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Local-files-only network requests and a placeholder issue titled 'racoon' are unrelated." + "reason": "Different test problems; one is seed-related, the other is a separate testing_utils bug." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Compiled Python file errors and Pipeline save_pretrained failure do not match." + "reason": "Unrelated API-request behavior vs AddedToken argument handling." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "FP8 save_pretrained bug and FP8 inference support request are different change/bug requests." + "reason": "Memory regression under int4 quantization is a different failure mode from checkpoint reload incompatibility." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Compiled file execution errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Different Qwen3.5 MoE issues: FP8 save_pretrained vs missing tensor-parallel plan." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "FineGrainedFP8 accuracy and missing get_number_of_image_patches in GLM46VImageProcessorFast are unrelated." + "reason": "No meaningful overlap: cache/layer update decoration vs dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:42890", + "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Missing set_seed in tests and generation kwargs sync bug are unrelated." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different models and failure modes." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Missing is_offline_mode import and broken env command are different issues." - }, - { - "left": "issue:33453", - "right": "issue:36296", - "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + "reason": "Different generation-path bugs with no shared concrete code-path shown." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Docs still referencing pipeline() and a placeholder issue are unrelated." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel-plan metadata and the other is a generic from_pretrained failure; too broad to merge." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration export are unrelated." + "reason": "Both are import errors, but for different symbols and likely different export problems." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking regression are unrelated." + "reason": "Both are Qwen3.5 MoE vision-related, but one is TP metadata and the other is a missing config field." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill and cache strategy typo are unrelated." + "reason": "Running compiled files vs slower filtering after upgrade are unrelated." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Missing configuration_utils export and broken env command are different failures." + "reason": "SentenceTransformer loading hang vs docstring confusion; no shared bug." }, { - "left": "issue:33357", - "right": "issue:33453", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "MacOS bus error on CLIP model and tokenizer loading regression are not the same underlying bug." + "reason": "Local-files-only network leakage is unrelated to RoPE implementation discussion." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44075", + "right": "issue:44871", "accept": false, - "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + "reason": "Optimizer argument usage bug vs eos_token_id config mismatch; unrelated." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Documentation confusion in forward signatures and an ImportError for layer_type_validation are unrelated." + "reason": "Different subsystems and different model behaviors." }, { - "left": "issue:43576", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:44373", "accept": false, - "reason": "Broken env command and missing HybridCache import are different issues." + "reason": "CI/test flakiness vs a docstring correction; not the same issue." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + "reason": "Different features and failure modes; no common underlying bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are related only at a broad export level, but they are different symbols and not the same bug." + "reason": "Both are version-related loading problems, but one is model-specific and the other is a general checkpoint reload regression." } ] }, @@ -13061,39 +12916,42 @@ "component_index": 2, "component_count": 13, "review_unit_index": 40, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ "issue:31795", + "issue:33357", "issue:33453", + "issue:34689", "issue:36296", + "issue:38617", "issue:41628", "issue:41669", "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", "issue:42890", "issue:43012", - "issue:43352", - "issue:43408", + "issue:43502", "issue:43526", "issue:43576", "issue:43673", - "issue:43723", + "issue:43824", "issue:43827", + "issue:43874", "issue:43901", - "issue:43976", "issue:44038", - "issue:44077", + "issue:44222", + "issue:44230", "issue:44246", "issue:44261", "issue:44273", - "issue:44295", - "issue:44297", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", @@ -13104,21 +12962,36 @@ "issue:44623", "issue:44655", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", - "issue:44945", "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45341", - "issue:45478", + "issue:45468", "issue:45542" ], "soft_pairs": [ + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", "issue:36296|issue:43901", "issue:44485|issue:44961", "issue:36296|issue:43526", @@ -13136,284 +13009,246 @@ "issue:42371|issue:44492", "issue:42890|issue:44908", "issue:44704|issue:44908", - "issue:44246|issue:44273", - "issue:43408|issue:44315", - "issue:44297|issue:45230", - "issue:43576|issue:44908", - "issue:43352|issue:44393", - "issue:44908|issue:45071", - "issue:43976|issue:44393", - "issue:44295|issue:45230", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44908", - "issue:43723|issue:44393", - "issue:44655|issue:44861", - "issue:43576|issue:44273" + "issue:44246|issue:44273" ], - "prepared_review_unit_hash": "5a16c2f45821e281fc276f6522c5585957bc4f5a672e3d3053268a75b97d0e84", + "prepared_review_unit_hash": "bf848d6c42b5257b86bbd5b4886101ff84e9cab628094d63fbcb71d31c809f64", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38409, - "estimated_input_tokens": 9603, - "estimated_eval_tokens": 19462 + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issue titles cover unrelated topics like docs, tokenizers, import-time behavior, model-specific bugs, tensor parallelism, and training regressions. None of the soft pairs looks like the same underlying bug/change, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the set is not a true duplicate cluster; the items are about different subsystems and symptoms.", + "summary": "This cluster is mostly loose lexical similarity around Transformers v5/import/loading/cache issues, not true duplicates. I wouldn\u2019t merge any soft-edge pairs; they span different code paths, models, and failure modes. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole cluster. If one must be chosen, issue 41669 is the broadest/system-level representative because it concerns package import behavior that can affect many downstream reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44261 is the strongest standalone report here: it is specific, active, and includes concrete repro/context, but it still does not represent the rest of the set.", + "best_issue_reason": "Issue 41669 is the best representative only in a broad triage sense: it is the most systemic and central to the import/export side of the cluster, though the cluster is too heterogeneous to treat it as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug vs a docs mismatch about return_all_scores; unrelated problems." - }, - { - "left": "issue:44485", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue and an unrelated placeholder report ('racoon') do not describe the same bug." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are different code paths." + "reason": "Unrelated: local_files_only/network access bug vs an unrelated placeholder issue." }, { - "left": "issue:36296", - "right": "issue:43012", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Training bug in tensor parallelism is not the same as a PyTorch precision warning during compilation." + "reason": "Different failures: compiled Python file errors vs saving Pipeline objects." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both touch loading/import areas, but lazy loading failure and unsafe sys.modules access are not the same concrete defect." + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor export is unrelated to errors running compiled Python files." + "reason": "Different code paths: compiled-file runtime errors vs PretrainedConfig type checking regression." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a DSA indexer ReLU issue." + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to missing image-patch counting in a processor." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Lazy loading failure and a TensorFlow backend error from tensorboard-only installs are different bugs." + "reason": "Both are loading regressions, but for different models and likely different root causes." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Missing files from processor.save_pretrained is not the same as an unspecified generic bug report." + "reason": "Hugging Face Hub import error vs transformers env CLI breakage; too different." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Broken `transformers env` command and checkpoint reload failures after upgrade are different symptoms and fixes." + "reason": "Tokenizer/model loading regression vs tensor parallel training bug; unrelated." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Import-time slowdown from import * usage is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." }, { - "left": "issue:44393", + "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issue and PretrainedConfig type-checking regression are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Generic Qwen3-VL-Moe bug report and missing `_tp_plan` for Qwen3_5Moe are not the same concrete failure." + "reason": "Both are v5 regressions, but CLI/env behavior and PretrainedConfig typing are distinct problems." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Both involve v5 compatibility, but they target different models and different initialization/reload failures." + "reason": "Different import/CLI issues with no shared concrete failure path shown." }, { - "left": "issue:42371", + "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning is unrelated to a typo in cache strategies." + "reason": "Cache missing in chunked_prefill is not the same as a typo in cache strategies." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Missing set_seed in a test file is not the same as inverse_sqrt scheduler kwargs being ignored." + "reason": "ImportError for layer_type_validation is different from the env command regression." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:33357", + "right": "issue:33453", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are separate API bugs." + "reason": "MacOS bus error with CLIP model is unrelated to tokenizer loading regression." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Import slowdown and lazy loading failure are related only broadly; they are not the same underlying defect." + "reason": "Placeholder issue is unrelated to Gemma audio positional encoding." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Model-type warning on sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + "reason": "Documentation confusion is unrelated to the import error." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to a generic bug report." + "reason": "CLI env breakage and HybridCache import failure are separate issues." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "`transformers env` breakage and scheduler kwargs being ignored are different behaviors in different subsystems." + "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Flash Attention 2.0 unsupported on NemotronHForCausalLM is unrelated to Qwen3-VL 2D bbox hallucination." + "reason": "Both are import errors, but for different symbols and likely different broken exports." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Scheduler kwargs bug and v5.4.0 type-checking regression do not share the same code path." + "reason": "Tensor parallel training bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44485", + "right": "issue:45071", "accept": false, - "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output errors." + "reason": "RoPE implementation discussion is unrelated to PretrainedConfig type checking." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "position_ids buffer access error is unrelated to the generic bug report." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are different bugs." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43012", "accept": false, - "reason": "Import * performance problem and missing HybridCache export are different import-related issues." + "reason": "Tensor parallel training bug is unrelated to a bfloat16 compilation warning." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Model import slowdown is unrelated to a testing_utils bug." + "reason": "Lazy loading behavior and unsafe sys.modules access are related in theme but not the same concrete bug." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Cache-strategy typo and incorrect LLM output under pipeline parallelism are unrelated." + "reason": "Import error and compiled-file runtime errors are different failure modes." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Import-time performance issue and a typo in cache strategy docs/code are not the same bug." + "reason": "MLA layernorm precision issue is unrelated to the DSA indexer ReLU discussion." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to degenerate training with flash_attention_3." + "reason": "Lazy loading bug is unrelated to the TensorFlow backend installation error." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Different Qwen model families and different from_pretrained failures; not the same defect." + "reason": "Missing files in processor.save_pretrained is unrelated to a generic bug report placeholder." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Post_init allowance for patchtsmixer and AttributeError on `_tied_weights_keys` are distinct validation vs crash bugs." + "reason": "Both mention v5 breakage, but CLI env behavior and checkpoint reload incompatibility are different issues." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs being ignored are unrelated." + "reason": "Import-star cleanup/import performance is unrelated to cache missing during chunked_prefill." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Model.forward doc confusion and tokenizer loading regression are different issues." + "reason": "Qwen3-VL bbox hallucination/output error is unrelated to PretrainedConfig type checking." }, { - "left": "issue:41669", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Import * slowdown and scheduler kwargs handling are separate problems." + "reason": "Related family, but not the same concrete bug: general Qwen3-VL-Moe issue vs missing _tp_plan for tensor parallelism." }, { - "left": "issue:43723", - "right": "issue:44393", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer loading issue in v5 is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Both are checkpoint compatibility problems, but one is generic reload regression and the other is remote-code/meta-init incompatibility." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError do not share the same bug." + "reason": "TF32 API guidance and a cache-strategies typo are unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` command and lazy loading failure are not the same underlying change." + "reason": "Flaky test seeding issue is unrelated to inverse_sqrt scheduler kwargs handling." } ] }, @@ -13429,56 +13264,84 @@ "component_index": 2, "component_count": 13, "review_unit_index": 41, - "review_unit_count": 41, + "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-364", + "cluster_id": "cluster-15354-366", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:36296", - "issue:36683", "issue:37428", - "issue:38617", "issue:41669", "issue:42371", "issue:42890", "issue:42913", "issue:43066", - "issue:43298", + "issue:43352", + "issue:43408", "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", + "issue:43576", "issue:43606", "issue:43618", "issue:43704", - "issue:44230", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", "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:44829", "issue:44861", "issue:44908", + "issue:44945", "issue:44998", + "issue:45071", "issue:45092", "issue:45230", "issue:45290", "issue:45310", "issue:45341", - "issue:45468" + "issue:45468", + "issue:45478" ], "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "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:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", @@ -13504,272 +13367,414 @@ "issue:44998|issue:45341", "issue:44492|issue:44998", "issue:43618|issue:44998", - "issue:44556|issue:44998", - "issue:43525|issue:44861", - "issue:43572|issue:44861", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:31515|issue:36683", - "issue:43298|issue:44230" + "issue:44556|issue:44998" ], - "prepared_review_unit_hash": "fb4b230679494734c760dff3bf81f71498c500f4236029ee1d7f82ab351f2bc0", + "prepared_review_unit_hash": "d779147d46acadceba8f2358d08b25486ecb65d0f83b63cfd6f16f0e17f88bcb", "component_budget": { - "node_count": 364, - "item_count": 364, - "soft_pair_count": 1360, - "serialized_chars": 701656, - "estimated_input_tokens": 175414, - "estimated_eval_tokens": 351084 + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 }, "budget": { - "node_count": 40, - "item_count": 40, - "soft_pair_count": 36, - "serialized_chars": 33212, - "estimated_input_tokens": 8303, - "estimated_eval_tokens": 16862 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40860, + "estimated_input_tokens": 10215, + "estimated_eval_tokens": 20686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains many unrelated loading, config, scheduler, and model-specific bugs. The only plausible duplicate pair is the two tokenizer-v5 reports; the rest should stay separate.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43066 is the clearest concrete report in the only likely duplicate pair, and its title points to a specific tokenizer-v5 root cause rather than the broader symptom described in 42913.", + "summary": "This set is a broad mix of v5 regressions, tokenizer/loading bugs, model-specific failures, and unrelated docs/test/config issues. I don\u2019t see any exact duplicate pair among the soft edges; most are false positives from vague similarity.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the best canonical anchor available here: specific, actionable, and closest to the likely duplicate tokenizer-v5 regression.", + "best_issue_reason": "issue:43066 is the clearest concrete tokenizer-v5 regression here and a better representative than the many generic or unrelated items, but the cluster is too heterogeneous for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/type-mismatch warning vs. Liger Kernel application behavior; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. an unspecified bug report; no shared concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI in v5 vs. inverse_sqrt scheduler kwarg handling; unrelated subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs. Qwen3-VL bbox output issue; different models and failures." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression vs. Qwen3-VL output bug; not the same change." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg bug vs. PretrainedConfig type checking breakage; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer read error vs. generic bug report; insufficient overlap." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance issue vs. HybridCache import error; related to imports only at a very broad level." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup vs. testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Different models and different bugs: a DSA indexer/ReLU issue versus Gemma-4 audio positional encoding." + "reason": "Cache-strategy typo vs. pipeline-parallelism output bug; different problems." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "One is a generic bug report; the other is a specific Qwen3.5 MoE from_pretrained error. No shared concrete code-path." + "reason": "Import hygiene/perf issue vs. a cache-strategy typo; not the same underlying change." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Liger Kernel application with model_init vs. flash_attention_3 degenerate training; different mechanisms." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." + "reason": "Qwen3-VL 2D bbox issue vs. Qwen3.5 MoE from_pretrained error; same family name, different bugs." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific logic bugs." + "reason": "patchtsmixer post_init policy vs. tied-weights key handling crash; unrelated." }, { - "left": "issue:43519", + "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() vs. inverse_sqrt scheduler kwargs; different areas." }, { "left": "issue:31795", - "right": "issue:34689", + "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in forward() does not match a model-loading regression." + "reason": "Forward-doc confusion vs. tokenizer loading regression; no shared bug." }, { - "left": "issue:31795", - "right": "issue:37428", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Doc clarification for input_ids/past_key_values is unrelated to the flash-attention import error." + "reason": "Import cleanup in models vs. scheduler kwarg handling; unrelated." }, { - "left": "issue:44315", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44393", "accept": false, - "reason": "Both mention model initialization/loading, but they are different failures with different mechanisms and models." + "reason": "Tokenizer loading in v5 vs. Qwen3-VL bounding-box output; different failures." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "VRAM leak and RoPE implementation are distinct bugs." + "reason": "Pipeline save_pretrained failure vs. tied-weight key crash; distinct save/load paths." }, { - "left": "issue:44485", + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command regression vs. lazy loading bug; unrelated." + }, + { + "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU concern vs. Gemma-4 audio positional encoding issue; different code paths." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." + "reason": "Generic bug report vs. Qwen3.5 MoE from_pretrained error; no evidence they are the same issue." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs. scheduler kwarg bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "local_files_only network behavior and timestamp calculation are different code paths." + "reason": "Import * cleanup/perf issue vs. VRAM leak in dataloader threads; different bugs." }, { "left": "issue:43519", - "right": "issue:44623", + "right": "issue:44485", "accept": false, - "reason": "Processor timestamp computation and missing save_pretrained files do not describe the same defect." + "reason": "Qwen3VL timestamp calculation vs. GLM-5 RoPE implementation; different model logic." }, { "left": "issue:43519", - "right": "issue:43704", + "right": "issue:44908", "accept": false, - "reason": "Processor math bug versus memory leak; not the same issue." + "reason": "Timestamp calculation bug vs. scheduler kwargs bug; unrelated." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + "reason": "Documentation confusion vs. Llama 3.2 model loading regression; not the same underlying problem." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:31795", + "right": "issue:37428", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different model/config bug." + "reason": "Docs issue vs. flash-attention import error; unrelated." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:44315", + "right": "issue:45092", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "Liger Kernel/model_init behavior vs. meta-init checkpoint incompatibility; related to initialization broadly, but not the same bug." }, { - "left": "issue:42890", + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded use vs. RoPE implementation discussion; different problems." + }, + { + "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "Missing set_seed in a test is unrelated to a runtime VRAM leak." + "reason": "TF32 behavior settings vs. VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggers API requests vs. timestamp calculation in a processor; different issues." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both describe the same tokenizer-v5 regression: changed tokenizer behavior and the wrong decoder type are plausibly the same underlying bug." + "accept": false, + "reason": "Both touch tokenizer-v5 behavior, but one is generic behavior drift and the other is a specific decoder-type bug; not enough to treat as the same change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has nothing to do with an unrelated unemployment issue." + "reason": "Scheduler kwarg bug vs. unrelated noise issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "A tied-weights helper crash and a chat-template tool-call crash are different failures." + "reason": "Tied-weight key crash vs. chat template crash with tool calls; different code paths." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "These titles are too generic and the report contents are unrelated." + "reason": "Unemployment joke issue vs. testing_utils bug; unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated generic issue are not duplicates." + "reason": "Cache-strategy typo vs. unrelated noise issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the generic issue." + "reason": "CLIPOutput attentions regression vs. unrelated noise issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload incompatibility after v5 upgrade is unrelated to the generic issue." - }, + "reason": "Checkpoint reload regression after v4.57->v5.x upgrade vs. unrelated noise issue." + } + ] + }, + "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": 13, + "review_unit_index": 42, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "d4b4f71694ad9f5dbd00d15223ede4d36e8fbde4324a70be08cc61fe1ecbc969", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 10, + "serialized_chars": 10324, + "estimated_input_tokens": 2581, + "estimated_eval_tokens": 5418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: most items mention model loading/configuration or recent regressions, but they cover distinct bugs, docs, and feature gaps across different code paths. No soft pair looks like a true duplicate.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45310 is the most concrete and representative load-time regression in the set: it has a specific from_pretrained failure, a clear model family, and an explicit version boundary. The rest of the cluster is too heterogeneous to serve as one duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best single issue to anchor the cluster because it is recent, specific, and directly about a reproducible from_pretrained error rather than a broad feature request or documentation problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + "reason": "Different bugs: Llama4Config missing pad_token_id versus _get_tied_weight_keys crashing on a list-typed _tied_weights_keys. Separate code paths and fixes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a separate config migration bug." + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key helper crash are unrelated failure modes, not the same underlying bug." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error from configuration_utils are unrelated." + "reason": "Checkpoint loading is slow versus an ImportError from configuration_utils; same broad area, but not the same defect." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor.save_pretrained files are different tasks." + "reason": "fp8 inference support request and processor.save_pretrained missing files are different features/issues with no shared code-path bug." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." + "reason": "Slow from_pretrained checkpoint loading and tensor parallel training bug affect different subsystems and symptoms." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward() documentation confusion are not the same issue." + "reason": "One is a loading performance issue, the other is documentation confusion about model.forward arguments." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a from_pretrained error are related to the model family but not the same concrete bug." + "reason": "Both mention Qwen3.5 MoE/fp8 loading, but one is a feature/support request while the other is a concrete from_pretrained regression; not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "from_pretrained slowness and tokenizer-loading regression are different loading problems." + "reason": "Checkpoint load slowness and tokenizer loading regression are both loading-related, but they are distinct bugs with different symptoms." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "Checkpoint loading performance and missing vocab_size in Gemma3Config are unrelated." + "reason": "from_pretrained slowness is unrelated to Gemma3Config missing vocab_size, which is an attribute/config regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models and FP8 Qwen3-VL support are different feature gaps." + "reason": "Continuous batching not supporting audio models and fp8 support for Qwen3.5/Qwen3-VL are different capability gaps." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:42913 \u2194 issue:43066, is reasonably supported by the titles as a likely tokenizer-v5 duplicate pair, and the remaining rejections are appropriately cautious given the limited 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 }, @@ -13792,7 +13797,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f1d9ac78dd6d2efc3331a9eb42c36af343b578f6296779e178b2f4dc22699c78", + "prepared_review_unit_hash": "51515c94aa8d6b22e844001107f04c8248c8691509689266725b8cf92739b3ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -13814,18 +13819,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \"community contribution\" framing but target different features and code paths.", - "confidence": 0.98, + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are thematically similar but not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is the better anchor only in the sense that it has much higher discussion activity, but it is not a canonical duplicate of issue:33260 because the requested changes are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying feature requests: Flash Attention 2 support vs GGUF support. Same general theme, but not the same bug or change." + "reason": "Different requested capabilities and code paths: Flash Attention 2 vs GGUF. Similar broad theme, but not a duplicate bug/change." } ] }, @@ -13862,12 +13867,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "e7ae7f7efd9318d7f830210423272c4e26b5ac56cc50a2e1132b74f86a012a84", + "prepared_review_unit_hash": "bd09e4f50634946b0d23c2281a88c76db7b6d0b40cb60d5c29023b482731ff79", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13875,7 +13880,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13884,48 +13889,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all i18n docs-translation issues, but only #27088 is a concrete Turkish request; the other three look like generic placeholder/template issues rather than the same specific change. I would not treat any pair as a true duplicate with the evidence shown.", - "confidence": 0.58, - "canonical_issue_reason": "#27088 is the only concrete, language-specific issue (Turkish). The others are generic placeholder titles, so it is the best representative if a single issue must be chosen.", + "summary": "These look like near-duplicate translation-request templates, but only issue 27088 is concretely about Turkish. The other three are redacted/generic placeholders, so I would not collapse them without fuller bodies.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 27088 is the only one with a specific language target (Turkish) and it is the oldest/open item, making it the clearest representative of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the most actionable and specific item in the cluster; the rest do not identify a concrete language request.", + "best_issue_reason": "27088 is the most concrete and actionable issue; the others read like generic template instances with no explicit language evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish-specific request vs a generic placeholder translation issue; not enough evidence they are the same underlying change." + "reason": "Very similar translation-template wording, but only the left issue names Turkish; the right issue is generic and could be a different language request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." + "reason": "Same template pattern, but the specific language on the right is unknown here, so I can't confirm the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." + "reason": "The left is explicitly Turkish while the right is a generic placeholder; that is not enough to treat them as the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder translation issues, but identical template wording alone does not prove the same underlying request." + "reason": "Both are generic translation-template issues, but the available data does not prove they target the same language or same request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Both are generic placeholder translation issues; the evidence is too generic to confirm a duplicate." + "reason": "Highly similar template text, but no concrete language/body targets are available to establish a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder translation issues; similar template text is not enough to confirm the same underlying change." + "reason": "Near-identical placeholder titles alone are insufficient; they may be separate language translation requests rather than duplicates." } ] }, @@ -13990,184 +13995,184 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "fd6e598fab8d2d5b389515ec200b2c59e8827bf659886f2edad94010abd96ab5", + "prepared_review_unit_hash": "a77aaabff727343b0a0bb9264db6060026a38b16502e2f2bb86b3a06d788c5ca", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16004, - "estimated_input_tokens": 4001, - "estimated_eval_tokens": 8258 + "serialized_chars": 16010, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16004, - "estimated_input_tokens": 4001, - "estimated_eval_tokens": 8258 + "serialized_chars": 16010, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are model-add/support requests, but they target different models, families, or modalities (e.g. BERT variants, TTS/ASR, audio, OCR, vision-text). The soft-similarity edges are topical, not duplicate-level; none looks like the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical duplicate: the issues span distinct models and tasks, so there is no single issue that subsumes the rest.", + "summary": "These are mostly unrelated model-request issues that only share generic wording like \u201cadd support\u201d or \u201cproposal to add.\u201d They span different model families and modalities (BERT variants, audio/TTS/ASR, OCR, vision, sparsity), so they are not true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43837 is the most central hub in the similarity graph, but the cluster is still heterogeneous; none of these appear to be the same underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication; even the closest-looking pairs (like Qwen3 TTS vs ASR) are different concrete support requests.", + "best_issue_reason": "issue:43837 is the best representative of the cluster because it has the most soft-similarity links, though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families: EuroBERT vs DEIMv2; both are add-model requests, not the same change." + "reason": "Different model families: EuroBERT vs DEIMv2. Shared \u201cadd model\u201d framing is too generic." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config support is unrelated to Qwen3-TTS support." + "reason": "EuroBERT and Qwen3-TTS are unrelated model additions with different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + "reason": "NeoBERT and Qwen3-ASR are different models and different tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and OpenAI weight-sparse transformer are different architectures and code paths." + "reason": "NeoBERT vs weight-sparse transformer/circuitgpt are distinct requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model request; LFM2.5 Audio 1.5B is an audio-model request." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model families and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." + "reason": "NeoBERT and ModernVBERT are separate model additions, not the same bug/change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are different models and tasks." + "reason": "NeoBERT and Voxtral TTS are different model-support requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated models with different integration requirements." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different model targets." + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are distinct models and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs generic BERT-like RoPE support is too broad to be the same concrete change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely; not the same concrete request." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT and Voxtral TTS are unrelated support requests." + "reason": "ModernVBERT and Voxtral TTS are unrelated model-support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic RoPE request is not the same as adding Voxtral TTS support." + "reason": "BERT-like models with RoPE and Voxtral TTS are different change requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same model family, but TTS and ASR are different concrete features/code paths; not duplicate-level." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling models, but separate concrete support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not one merged fix." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS models; not the same underlying change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and weight-sparse transformer support are different model integrations." + "reason": "Qwen3-TTS and a weight-sparse transformer request are not the same issue." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio tasks/models." + "reason": "Qwen3-ASR and SAM3-LiteText are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE (perception encoder) are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model additions with different purposes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer support are different concrete changes." + "reason": "Qwen3-ASR and circuit-sparsity/circuitgpt are unrelated requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText target different modalities and implementations." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and model families." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support is unrelated to EUPE model addition." + "reason": "Weight-sparse transformer/circuitgpt and EUPE are not the same underlying change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 support are different tasks and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated models and tasks." } ] }, @@ -14208,7 +14213,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "29c9fb20c8846650b1f550877e68e9be4b5520638489d71054efb410d5da80d4", + "prepared_review_unit_hash": "3bb24abe8d4df02a86b2f2eadca1bf6681310bace1506c6bd7a78cd470eec2f1", "component_budget": { "node_count": 6, "item_count": 6, @@ -14230,60 +14235,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (Llama4 norm semantics, Mask2Former loss handling, generic loss kwargs forwarding, ModernBERT config typing, a quantization typo, and tokenizer regex warnings). No duplicate or mergeable pair is evident from the titles/evidence.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or change, only superficially similar \u201cbug report\u201d phrasing.", + "summary": "No duplicates here: the cluster mixes unrelated issues across model architecture, config typing, loss plumbing, a typo, and tokenizer warnings.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe different bugs in different components and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative because the set is not a duplicate cluster; the reports target different code paths and fixes.", + "best_issue_reason": "If one issue had to be kept as the most broadly impactful, issue #44031 stands out because it affects tokenizer warnings across versions, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and bug types: Llama4 norm behavior vs a ModernBERT config type-hint issue." + "reason": "Both mention normalization, but one is a Llama4 architecture question and the other is a ModernBERT config type-hint bug; different models and different failure modes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former-specific ignore_value usage is unrelated to generic loss kwargs not being forwarded." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded into a loss function; these are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model loss-parameter handling is unrelated to tokenizer regex warnings after 4.57.3." + "reason": "A model-specific ignore_value bug is not the same as a tokenizer regex warning regression; different subsystems entirely." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model bug about ignore_value is not the same as a typo in a quantization attribute name." + "reason": "Ignore_value usage in Mask2Former is unrelated to the quantization_operation typo; one is behavioral, the other is a naming typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One concerns Mask2Former loss behavior; the other is only a ModernBERT config type annotation." + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing are separate issues in different modules." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss calculation is a different fix from correcting a config type hint." + "reason": "Passing kwargs to loss calculation and correcting a config type hint are not the same bug or fix." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT type annotation and tokenizer regex warning are separate subsystems and failure modes." + "reason": "A config annotation error does not match a tokenizer regex-warning regression; no shared concrete code path." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type-hint correction is unrelated to a string/attribute typo in quantization code." + "reason": "ModernBERT norm_eps typing and the orig_conversion.quantization_operation typo are unrelated fixes." } ] }, @@ -14313,7 +14318,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "57f681b619cdc07a2bfd5148a61f58df05021cc9fc7aede182aea53035d15f38", + "prepared_review_unit_hash": "667360fea0bf6c210d61700a98016e949e15e9f4236c2cdae60064312e3b3faa", "component_budget": { "node_count": 2, "item_count": 2, @@ -14335,18 +14340,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a specific block decoding change, while the other asks for DeepSeek v3.2 model support. They do not appear to describe the same underlying bug or feature.", + "summary": "These two issues are unrelated: one is about block decoding, the other about adding DeepSeek v3.2 support. No duplicate relationship is evident.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the clearer standalone request; #41084 is too terse and refers to a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared code path or concrete overlap: block decoding behavior vs model/version support." + "reason": "Different underlying requests with no shared code path or explicit linkage: block decoding vs model support." } ] }, @@ -14376,12 +14381,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "49706203c2bcd91ac133dbb5a7930dae600073d752ba5cac72442aca0e2efb1c", + "prepared_review_unit_hash": "a4b318dc04141d89893eeabf7a3fae1fa009bd9182ff757c5abe2692922e8282", "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 }, @@ -14389,7 +14394,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14398,18 +14403,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are only loosely related through Trainer/customization themes, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They are not duplicates.", - "confidence": 0.93, + "summary": "These issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43598 is the more focused standalone report because it names a specific Trainer setting and a concrete customization concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation logic for custom trainers. Shared Trainer/customization context is too broad to treat as the same issue." + "reason": "Related Trainer-area topics, but not the same bug: `remove_unused_column` customizability and FLOPS estimation for custom trainers are different code paths and fixes." } ] }, @@ -14439,7 +14444,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a7e48da9d0e8bf30527f5bfcdf805fcbd910cb0985fc70b6d2533c4ecda3257b", + "prepared_review_unit_hash": "05a7e3e6f391a42744c0870cba15fcf126b6cb74a0d251059c8b2c4a542d308d", "component_budget": { "node_count": 2, "item_count": 2, @@ -14461,18 +14466,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both model-registration/support requests, but they target different model families and different AutoModel heads, so they are not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader and clearer representative of a registration request, covering AutoModel and AutoModelForConditionalGeneration support for Qwen3-Omni.", + "summary": "These two issues request different model support in different API classes and for different Qwen variants, so they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better cluster anchor because it is broader and more general than the sequence-classification-specific request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 (Qwen3_5Config) support for AutoModelForSequenceClassification. They involve different models and different heads, so they should not be merged as the same issue." + "reason": "Different feature requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. They target different model families and different class paths, so they should not be merged as the same bug/change." } ] }, @@ -14509,79 +14514,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e55b6544e51453583c1537dcb7bd4f8ffd73159339707a7912140609d4db1265", + "prepared_review_unit_hash": "f6709b66c523a904c3e27f229190c7c58c1b264d15b4bd4ed779f8b0726e1384", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Fett is unrelated. The only strong duplicate signal is the near-simultaneous pair 43845/43846 with the exact same title; 43859 shares the title too, but the evidence is weaker without body text and with a larger time gap, so it should not be merged as confidently.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43845 is the earliest exact-title \"huggingface \" report in the strongest duplicate pair, so it is the best representative for that cluster.", + "summary": "The three \"huggingface \" issues look like duplicates of the same topic; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the cleanest global issue representative because it matches 43846 exactly on title and body length with the tightest timestamp gap.", + "best_issue_reason": "Issue 43845 is the cleanest canonical candidate: same title as the other likely duplicates, earliest created, and no evidence it differs materially.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no supporting overlap beyond generic soft similarity." + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete evidence they describe the same underlying issue." + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no evidence tying it to the other reports." + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title, same body length, and only a 28-second gap make this look like the same minimal issue report." + "reason": "Identical title, created minutes apart, and no contrary details; likely the same underlying issue report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the larger time gap and different body length are not enough without body text to confirm the same issue." + "accept": true, + "reason": "Identical title and same apparent topic with no distinguishing body details; likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the later timestamp and shorter body length make the duplicate claim too weak on the available evidence." + "accept": true, + "reason": "Identical title and same apparent topic with no distinguishing body details; likely duplicate reports." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster direction is plausible, but the analyst overstates the evidence for some soft-edge pairs. The packet only supports identical titles and close timestamps/body lengths for the three \u201chuggingface \u201d issues; it does not provide body text or topic wording, so claims like \u201cclearly overlapping minimal report\u201d and \u201csame topic wording\u201d are not grounded. Because the verdicts are not consistently conservative, reject." + "accept": true, + "feedback": "The analyst stays within the packet: it only relies on identical titles, close timestamps for 43845/43846, and the lack of distinguishing evidence. The rejection of 43835 as unrelated is conservative, and the summary does not overclaim beyond what\u2019s visible. No PRs are present, as stated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14616,98 +14621,95 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "128a5b822303d072a6c1b804fe55aa0484a2af89c064aa9d742122939aaaaa4b", + "prepared_review_unit_hash": "72526afb4207a6eb068f7dcabbd7bc70e8d6d5a6c815e8cdd6982467e30dc6b7", "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": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly unrelated junk/spam issues. The three issues titled \"\" share the same title and similarly minimal metadata, so they likely represent the same duplicate spam report. The documentation suggestion and the \"Google LLC\" issue do not look like the same underlying item.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44371 is the earliest of the three \"\" issues, so it is the best canonical representative for that likely-duplicate set.", + "summary": "These are mostly spam or generic placeholder issues, with one vague documentation suggestion. None describe the same concrete bug or change, so no duplicates should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44371 is the cleanest canonical issue choice because it matches the other two \"\" issues and is the earliest among them.", + "best_issue_reason": "issue:44418 is the only non-spam, somewhat descriptive item, but it is still too generic to serve as a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." + "accept": false, + "reason": "Both are spam-like placeholders; no shared underlying bug or change is described." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." + "accept": false, + "reason": "Both are spam-like placeholders; no shared underlying bug or change is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different title and no evidence they describe the same underlying issue." + "reason": "One is spam, the other is a generic documentation suggestion; no concrete match." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" do not appear to be the same report." + "reason": "Spam placeholder vs a different generic quoted phrase; no same issue is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." + "reason": "Generic documentation request and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." + "reason": "Generic documentation request and spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Same title \"\" and similarly minimal metadata; likely duplicate spam issues." + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same concrete problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different titles with no concrete evidence of the same bug or change." + "reason": "Spam placeholder vs unrelated quoted text; no shared bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different titles with no concrete evidence of the same bug or change." + "reason": "Spam placeholder vs unrelated quoted text; no shared bug or change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is directionally reasonable, but several verdict reasons overstate the evidence. The packet only shows identical titles and body lengths; it does not expose the body text, so saying the issues have the \"exact same placeholder title/body pattern\" is too strong. A safer justification would be that the three issues share the same title \"\" and have very similar metadata, so they are likely duplicates. The summary is mostly conservative, but the soft-edge accept reasons need to be tightened before accepting." - }, - "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 }, @@ -14730,12 +14732,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "bc8e5b967778f679d004795d1e9c57704f5a7097d43aa1693f79a4492396d29e", + "prepared_review_unit_hash": "a7c7198dcd4a6f02caa3a5cff316d765bf63540e07aeb4bb6d09f7fd252f5563", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -14743,7 +14745,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -14752,28 +14754,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are likely duplicates: they have identical titles, a strong soft-similarity signal, and #45145 is earlier with one inbound reference. The evidence supports treating #45145 as the canonical issue, but not stronger claims about body-level equivalence.", - "confidence": 0.89, - "canonical_issue_reason": "#45145 is earlier, has one inbound reference, and shares the same title plus a strong soft-similarity signal with #45151, so it is the better canonical record.", + "summary": "These issues are likely duplicates: they share the exact same title, have similar-sized bodies, and there are no differentiating links, targets, or filenames. #45145 is the best canonical issue because it was created first and appears to be the earlier instance of the same report.", + "confidence": 0.91, + "canonical_issue_reason": "#45145 and #45151 have identical titles and no differentiating metadata; #45145 is earlier and is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best global issue representative because it predates #45151 and already has an inbound reference, making it the more established discussion thread.", + "best_issue_reason": "#45145 is the best issue candidate because it is the earliest-created likely duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Likely duplicate/near-duplicate based on identical titles and the soft-similarity signal; the packet does not provide enough body detail for a stronger claim." + "accept": false, + "reason": "The pair looks like a likely duplicate based on identical titles and soft similarity, but the packet only provides a moderate Jaccard signal and does not establish that the bodies are the same report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairing is plausible, but the analyst overstates the evidence. The packet confirms identical titles and a soft-similarity signal (jaccard 0.63), plus #45145 has one inbound reference and is earlier. However, it does not provide the bodies for direct comparison, so claims like \"highly similar bodies\" and \"same underlying energy-reduction request\" are stronger than the packet supports. The soft-edge accept is reasonable only if phrased more conservatively (e.g., \"likely duplicate/near-duplicate based on identical title and similarity signal\")." + "feedback": "The duplicate/canonical call is mostly grounded by the identical titles, similar body sizes, and lack of differentiating links/targets, but the soft-edge verdict is a bit too strong. The packet only provides a soft-similarity signal (jaccard ~0.63) and does not establish that the bodies are the same or that they are definitely duplicates. Please soften the wording to \u201clikely duplicate\u201d rather than \u201ceffectively the same report content,\u201d and avoid an unconditional accept on the edge." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14834,7 +14836,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14842,7 +14844,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-12", "nodes": [ "pull_request:39895", "pull_request:42668", @@ -14855,8 +14857,7 @@ "pull_request:45170", "pull_request:45213", "pull_request:45435", - "pull_request:45454", - "pull_request:45489" + "pull_request:45454" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -14872,192 +14873,171 @@ "pull_request:43995|pull_request:45435", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", - "pull_request:44827|pull_request:45489", "pull_request:44827|pull_request:45170", "pull_request:43823|pull_request:44827", - "pull_request:45213|pull_request:45435", "pull_request:44827|pull_request:45213", + "pull_request:45213|pull_request:45435", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45435", - "pull_request:45454|pull_request:45489", - "pull_request:43823|pull_request:45489", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "94eb14d0f580345f93abc1f3e0e4915efb7fc3da5e50542fa9305609303f995c", + "prepared_review_unit_hash": "863d9589a643605f8b437ae00771fe54ea8dec929c1c6b16248446a94c7d71e8", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 23, - "serialized_chars": 37423, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 20, + "serialized_chars": 34003, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 23, - "serialized_chars": 37423, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 20, + "serialized_chars": 34003, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs were clustered together by broad lexical similarity. The only true duplicate-style overlap is the pair of cross-entropy fixes (43251 and 43254), which patch the same function in the same way to forward supported kwargs. The rest share only broad subsystems or themes and should stay separate.", - "confidence": 0.94, + "summary": "Most items in the cluster are unrelated PRs spanning new models, test coverage, refactors, and docs. The only confirmed duplicate-style overlap is the `fixed_cross_entropy` pair in `loss_utils.py` (43251/43254). 43251 is a reasonable representative, but 43254 is also a direct tracked fix, so the packet does not support exclusivity language.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative because it directly targets issue #43240 and makes the broader, cleaner fixed_cross_entropy kwargs fix; 43254 is the near-duplicate sibling patch.", + "canonical_pr_reason": "PR 43251 is a good representative of the only confirmed duplicate pair: it updates `fixed_cross_entropy` in `loss_utils.py` to forward supported `cross_entropy` kwargs, matching the same underlying fix as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest concrete bug-fix candidate in the cluster: it fixes the same cross-entropy forwarding bug as 43254, has the explicit issue link, and is the most self-contained duplicate pair member.", + "best_pr_reason": "PR 43251 is a suitable global representative because it sits in the only confirmed duplicate pair and clearly shows the loss-utils fix, though 43254 is also a strong match and not meaningfully less representative from the packet alone.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model/docs addition vs executorch dynamic-shape export test; unrelated changes." + "reason": "Different changes: new VideoPrism model integration vs an ExecuTorch dynamic-shape export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM; different problems and code paths." + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM model code." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no shared underlying bug or change." + "reason": "Loss utility kwargs handling is unrelated to adding a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix vs Mistral4 test/integration changes; unrelated." + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different code paths and different bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; same general area, but not the same concrete change." + "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 model/test changes." }, { "left": "pull_request:43424", "right": "pull_request:45435", "accept": false, - "reason": "Executorch export testing vs Whisper tokenizer boundary fix; unrelated code paths." + "reason": "ExecuTorch export coverage and Whisper tokenization bounds handling are separate problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test vs MobileLLM model addition; unrelated." + "reason": "Export test coverage is unrelated to a new model addition." }, { "left": "pull_request:43823", "right": "pull_request:45454", "accept": false, - "reason": "New MobileLLM model vs Gemma4 text-only training behavior; different models and fixes." + "reason": "Adding MobileLLM and Gemma4 training-mask logic are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45435", "accept": false, - "reason": "MobileLLM model addition vs Whisper tokenizer bugfix; unrelated." + "reason": "MobileLLM model addition and Whisper tokenizer indexing fixes are different artifacts with no shared bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor; different targets." + "reason": "New model addition vs Falcon output-collection refactor; different scope and issue." }, { "left": "pull_request:43995", "right": "pull_request:45435", "accept": false, - "reason": "Falcon refactor vs Whisper tokenizer indexing fix; not the same bug or change." + "reason": "Falcon output-collection refactor is not the same as Whisper tokenization bounds handling." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill/docs; unrelated." + "reason": "Falcon refactor and model-creation skill content are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor vs Mistral4 test fixes; different concerns." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45489", - "accept": false, - "reason": "Mistral4 test/integration fixes vs Gemma3n/Gemma4 cache-sharing alignment; only broad model-code overlap, not the same concrete change." + "reason": "Falcon standardized output collection and Mistral4 test fixes do not address the same code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs layrnorm->layernorm renaming across CLIP-like models; unrelated." + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different changes with no shared bug." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM addition vs Mistral4 tests; unrelated." + "reason": "Adding MobileLLM is unrelated to Mistral4 tests." }, { - "left": "pull_request:45213", - "right": "pull_request:45435", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Model-creation skill/docs vs Whisper tokenizer bugfix; no shared underlying fix." + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same underlying change." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:45213", + "right": "pull_request:45435", "accept": false, - "reason": "Mistral4 tests vs model-creation skill/docs; unrelated." + "reason": "A meta skill/documentation PR is unrelated to Whisper tokenizer bug fixing." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill/docs; not the same artifact or bug." + "reason": "MobileLLM model addition and model-creation skill content are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45435", "accept": false, - "reason": "Mistral4 test fixes vs Whisper tokenizer bugfix; different code paths." - }, - { - "left": "pull_request:45454", - "right": "pull_request:45489", - "accept": false, - "reason": "Both touch Gemma-family files, but one is Gemma4 training text-only handling and the other aligns Gemma3n cache sharing to Gemma4; not mergeable as one PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45489", - "accept": false, - "reason": "MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment; unrelated." + "reason": "Mistral4 test fixes and Whisper tokenizer indexing fix are separate code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patch fixed_cross_entropy in the same way to forward supported kwargs to nn.functional.cross_entropy; the differences are superficial and could be merged into one PR." + "reason": "Both PRs fix `fixed_cross_entropy` in `loss_utils.py` to accept and pass through supported `cross_entropy` kwargs; they target the same underlying bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs; the rest are reasonably described as broad-similarity but not same-bug overlaps. No soft-edge verdict appears overstated." + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and grounded, but the summary/representative reasons overstate the evidence: PR 43254 also has an explicit issue link and edits the same `loss_utils.py` `fixed_cross_entropy` path, so 43251 is not the only item with a clear tracked bug fix. Keep the duplicate-pair claim, but avoid exclusivity language that the packet does not support." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15065,7 +15045,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15081,7 +15061,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "f4d7b9c68979cb4cf1a84f6731b4dd69143ac1da48946a24ac572084f2274e88", + "prepared_review_unit_hash": "e196e240796cd841be3da2a32d71752dd9623b4476286174e266e5a594f96ac8", "component_budget": { "node_count": 2, "item_count": 2, @@ -15103,18 +15083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add VibeVoice support, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 adds a separate realtime variant plus acoustic tokenizer and generation changes. They share a model family and some filenames, but target different feature sets and would not naturally merge into one PR.", - "confidence": 0.91, + "summary": "Both pull requests are about VibeVoice, but they target different scopes: 40546 adds the base VibeVoice model integration, while 42781 adds a separate VibeVoice Realtime extension plus the acoustic tokenizer. They overlap in shared model/auto-registration files, but they are not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more canonical base implementation: it introduces VibeVoice itself, has broader discussion/activity, and establishes the core model integration that the realtime PR builds on.", + "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the original, non-draft base VibeVoice implementation with broader review activity, while 42781 is a later draft focused on the realtime extension and tokenizer add-on.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative for the cluster because it is the foundational VibeVoice integration rather than a derivative realtime extension.", + "best_pr_reason": "40546 is the strongest standalone PR for the cluster: it covers the core VibeVoice integration and documentation, and it is more complete/stable than the draft realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files indicate related work, but #42781 adds realtime-specific functionality and extra tokenizer/generation/model changes, so this is not the same concrete bug/change and would not plausibly be merged as one PR." + "reason": "Different feature sets: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared files are expected from related integration work, but this is not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -15128,7 +15108,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15144,12 +15124,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "111efb8a2628271e93a508492452600fab7eedfd4c5d9a4eb02310ce9528e21c", + "prepared_review_unit_hash": "d8252ea3c274e117ff946f6c34b39caced12b39054f28d617718260802386221", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15157,7 +15137,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15166,18 +15146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "These PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve different problems, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more self-contained and narrowly scoped change, with a concrete feature addition and supporting docs/tests; it is the cleaner representative PR in this cluster, though it is not a duplicate of 40755.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates vs. DINOv3 image classification. They do not appear to fix the same underlying bug or implement the same change." + "reason": "Different model families and features: TimesFM covariate regression vs. DINOv3 image classification. The overlap is only broad ML/modeling/docs work, not the same underlying change or bug." } ] }, @@ -15191,7 +15171,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15207,7 +15187,7 @@ "soft_pairs": [ "pull_request:41356|pull_request:44339" ], - "prepared_review_unit_hash": "6a294e22620e8bea8f4323a527dafc9a2ef2e366387013b7472c23e0fd9ad6a7", + "prepared_review_unit_hash": "f5132dd14a644819948ba96a881537ef7205739795a383967c1ad5cebe2c9b4c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15229,18 +15209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about adding DEIMv2 support, but they are not the same concrete change set: #41356 is an earlier, smaller model/image-processor addition, while #44339 is a broader follow-up that adds the full Transformers integration and related infrastructure.", - "confidence": 0.9, + "summary": "Both pull requests are about adding DEIMv2 to Transformers, but they are not duplicates: the first is a smaller initial model/image-processor drop, while the second is a broader follow-up with losses, auto-mappings, conversion tooling, and modular code.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#44339 is the better canonical PR because it is the more complete DEIMv2 integration: it includes the model, conversion script, loss/auto-mapping updates, docs, and tests, whereas #41356 is an earlier partial implementation.", + "canonical_pr_reason": "PR #44339 is the more complete DEIMv2 implementation and integration: it adds core model code plus loss, auto mappings, converter, modular support, and config validation, making it the better canonical representative of the feature.", "best_issue_reason": null, - "best_pr_reason": "#44339 is the strongest representative for this cluster since it covers the full DEIMv2 feature landing and is the most comprehensive change set.", + "best_pr_reason": "PR #44339 is the best overall PR because it covers the broadest and most integrated DEIMv2 support and is closer to a shippable Transformers addition than the smaller initial PR.", "soft_edge_verdicts": [ { "left": "pull_request:41356", "right": "pull_request:44339", "accept": false, - "reason": "Same model family and shared issue target, but not the same concrete PR-level change: #44339 is a much broader, later integration with additional files and functionality, so this looks like a follow-up rather than a duplicate that should be merged together." + "reason": "Not a duplicate PR: #41356 is a smaller model/image-processor/test addition, while #44339 expands the feature with loss, auto-mapping, conversion, and modular integration. They overlap on the model but not the same concrete code-path change." } ] }, @@ -15254,7 +15234,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15270,12 +15250,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "3158db4718741a459f2fae2b875c3bb402f8525ae37ca5244a849ee58d4de934", + "prepared_review_unit_hash": "b7c161bac82eac2e92a0510c22272f289dd1beb0bef01c32f77a15f96b1194b1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6722, + "serialized_chars": 6723, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15283,7 +15263,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6722, + "serialized_chars": 6723, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15292,18 +15272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-introduction PRs that happen to share the standard Hugging Face scaffolding for adding a new model, but they target different models, code paths, and docs. They should not be deduplicated.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs: one for DeepSeek OCR and one for Isaac. They share boilerplate model-integration files, but they do not target the same code path or change set, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs add different models with different configs, processors, tests, and docs, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41797 is the more established representative of the cluster because it has much higher review activity and appears more mature, but it is not a duplicate of 45186.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct implementation files and tests; shared auto-registration/doc plumbing is too generic to indicate the same underlying change." + "reason": "Reject: both are model additions, but for different models (DeepSeek OCR vs Isaac). Shared auto-registration and docs/test scaffolding are expected boilerplate, not evidence of the same underlying change." } ] }, @@ -15317,7 +15297,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15333,7 +15313,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "6dbb4aff2fd97b61412995079ce86b2b1200f501c1c10add90cf8e0a305bf4b0", + "prepared_review_unit_hash": "acf5732467185d203c066cded3763a66b5f5ee0ea210f605ae2ab497a94de842", "component_budget": { "node_count": 2, "item_count": 2, @@ -15355,18 +15335,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs, not duplicates. They share some auto-registry boilerplate and model-package wiring, but one adds InternVLFlash and the other adds AXK1, so they should stay separate.", - "confidence": 0.99, + "summary": "These are two unrelated model-addition PRs: one adds InternVLFlash, the other adds AXK1. Their overlap is limited to generic Transformers registration plumbing, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42166 is the more complete model integration patch, but it is not a duplicate of #45426; the two PRs target different models and different code paths.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: shared registration files are generic boilerplate; the PRs add different models (InternVLFlash vs AXK1) and are not the same concrete fix/change." + "reason": "Different underlying features/models (InternVLFlash vs AXK1). Shared files are only broad auto-registration and package wiring, which is not enough to indicate the same bug or change." } ] }, @@ -15380,7 +15360,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15403,70 +15383,70 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "8cd3490ce52b1234efd62fa98103ad157e14da6a15dabadf4b58e3a8d736acac", + "prepared_review_unit_hash": "f25fee4e50631439d99feadf245a793345b47ad1d67a1518a798215c146d0887", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy and does not contain a true duplicate set. The only substantive Whisper fix is 42227; the others are unrelated test churn or a separate dequant/loading change.", - "confidence": 0.93, + "summary": "These PRs are only superficially similar. They span unrelated areas: Whisper ASR forwarding, Whisper tokenizer/test cleanup, ad hoc test-file edits, and FP8 dequant/model-loading changes. None of the pairs look like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "42227 is the clearest, most specific change: it fixes Whisper `return_language` propagation in the ASR pipeline and has an explicit issue target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "42227 is the best representative PR because it is a concrete bug fix with a clear scope and direct issue linkage; the others are either unrelated or not substantive duplicates.", + "best_pr_reason": "PR 42227 is the strongest standalone candidate: it fixes a concrete Whisper pipeline bug, has an explicit issue target, and the diff is coherent and narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but they fix different code paths: 42227 is ASR pipeline `return_language` plumbing, while 43291 changes Whisper tokenization decode/timestamp handling. Not the same underlying change." + "reason": "Both mention Whisper, but 42227 fixes `return_language` propagation in the ASR pipeline while 43291 changes tokenizer decode behavior and tests. Different code paths and different bugs." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "43665 is unrelated test-file churn across CLIP/ViT with placeholder assertions, not the same bug or fix as Whisper return-language propagation." + "reason": "42227 is a real Whisper pipeline fix; 43665 is just test-file edits with unrelated assertions. Not the same change or bug." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "44815 is a separate dequant/model-loading change in FP8 and Mistral-related files, unrelated to Whisper ASR behavior." + "reason": "Whisper ASR pipeline bug vs FP8 dequant/model-loading work. Completely different subsystems and problems." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "43291 is a Whisper tokenizer change; 43665 is unrelated test noise in image models. No shared underlying bug." + "reason": "43291 is Whisper tokenizer logic; 43665 is unrelated test churn. No shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and problems: Whisper decode logic versus FP8/dequant and model loading." + "reason": "Whisper decode changes and Mistral/FP8 dequant changes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Completely unrelated: synthetic test edits in CLIP/ViT versus a real dequant/loading fix." + "reason": "Test-only modifications do not match the FP8 dequant/model-loading fix; no common code-path issue." } ] }, @@ -15480,7 +15460,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15496,7 +15476,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "69f62cfdea8fb12f0d202a020ab44b95e932b5797a539476a505733fa8cb3a8f", + "prepared_review_unit_hash": "bc0e94a1250355b6afb609c28a97d1bf88a683f0d16dd1092d18b189d4345981", "component_budget": { "node_count": 2, "item_count": 2, @@ -15518,18 +15498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different dependency bumps and different failure modes: one is a Node 24 compatibility sweep for core workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They are related maintenance, not duplicates.", - "confidence": 0.95, + "summary": "Both PRs are broad workflow dependency bumps, but they upgrade different action families and fix different compatibility concerns, so they are not the same change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the cleaner canonical representative because it addresses the broader, more foundational workflow-action compatibility upgrade across many CI jobs.", + "canonical_pr_reason": "PR 42975 is the broader, more central upgrade focused on GitHub Actions Node 24 compatibility across many workflows, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster: it has the clearer overarching goal (Node 24 compatibility) and touches the widest set of workflow infrastructure.", + "best_pr_reason": "PR 42975 is the best representative because its scope is broader and more clearly describes the underlying maintenance effort; PR 42976 is a narrower Docker action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different actions for different purposes: checkout/cache/upload-artifact versus docker/build-push-action. They do not appear to fix the same concrete bug or be mergeable as one PR." + "reason": "They touch overlapping workflow files, but 42975 upgrades core GitHub Actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and a few other action versions. These are related maintenance chores, not the same concrete bug or change." } ] }, @@ -15543,7 +15523,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15580,118 +15560,118 @@ "pull_request:45283|pull_request:45532", "pull_request:45490|pull_request:45532" ], - "prepared_review_unit_hash": "cd03ab99947ac05ff61f508f8d3f2128d53fa019807e9302f2ab646d2297643b", + "prepared_review_unit_hash": "0a88a5201bb313bc4c0be06994f5178f6d6dade169f41db1af0b18b339fad3dd", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32133, - "estimated_input_tokens": 8034, - "estimated_eval_tokens": 16324 + "serialized_chars": 32327, + "estimated_input_tokens": 8082, + "estimated_eval_tokens": 16420 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32133, - "estimated_input_tokens": 8034, - "estimated_eval_tokens": 16324 + "serialized_chars": 32327, + "estimated_input_tokens": 8082, + "estimated_eval_tokens": 16420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes several unrelated model-addition PRs and a few infrastructure/format-support PRs. The shared overlap is mostly boilerplate around docs, auto-mappings, and model-registration files, not the same underlying bug or change.", - "confidence": 0.97, + "summary": "This cluster is a set of unrelated Transformers PRs that happen to share boilerplate model-registration, docs, and auto-mapping changes. They are not duplicates of the same bug or feature, so no mergeable canonical group emerges.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the items span different model additions and unrelated infrastructure changes, with only shared framework boilerplate in common.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR in this cluster is a strong global canonical choice because the overlap is superficial; the closest items still target different models/code paths.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration boilerplate is not the same concrete change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is just docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2). No shared code-path bug or mergeable combined change." + "reason": "Different model additions (ViT NEPA vs Molmo2); shared files are generic registration/docs, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Model addition PRs for unrelated architectures (ViT NEPA vs CTSM); overlap is only framework registration/docs." + "reason": "Different models (ViT NEPA vs CTSM); only shared Transformers scaffold changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with separate implementations and docs; not the same fix/change." + "reason": "Molmo and Molmo2 are distinct model support PRs, not one underlying fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model docs files are incidental." + "reason": "Molmo and CTSM are unrelated model additions; shared auto/docs edits are incidental." }, { "left": "pull_request:43448", "right": "pull_request:45532", "accept": false, - "reason": "Molmo and SLANet are different model integrations; same broad subsystem, but not the same concrete change." + "reason": "Molmo and SLANet target different models and code paths; only boilerplate overlap." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model supports with different code paths and configs." + "reason": "Molmo2 vs CTSM are unrelated model-support changes." }, { "left": "pull_request:43451", "right": "pull_request:45532", "accept": false, - "reason": "Molmo2 and SLANet are unrelated model additions; overlap is only generic registration/docs." + "reason": "Molmo2 and SLANet are separate model additions; no shared concrete bug/change." }, { "left": "pull_request:43838", "right": "pull_request:45283", "accept": false, - "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support are different features: model integration vs quantized loader mapping." + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading are different features/code paths." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2 Audio model support and Qwen3.5 GGUF loading support address different models and different code paths." + "reason": "Lfm2Audio model support is unrelated to Qwen3.5 GGUF loading support." }, { "left": "pull_request:44601", "right": "pull_request:45532", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is unrelated to SLANet model support; they do not fix the same underlying issue." + "reason": "Distributed pipeline-parallel support is infrastructure work, not the SLANet model addition." }, { "left": "pull_request:45157", "right": "pull_request:45532", "accept": false, - "reason": "Prism GGUF dequantization support and SLANet model addition are unrelated; no plausible single merged PR." + "reason": "PrismML Bonsai GGUF handling and SLANet model support are unrelated changes." }, { "left": "pull_request:45283", "right": "pull_request:45532", "accept": false, - "reason": "Qwen3.5 GGUF loading support and SLANet model support are separate changes in different subsystems." + "reason": "Qwen3.5 GGUF loading support and SLANet model support do not fix the same code-path problem." }, { "left": "pull_request:45490", "right": "pull_request:45532", "accept": false, - "reason": "Both are model-addition PRs, but for different models (CTSM vs SLANet) with separate configs, modeling, and tests; not the same concrete change." + "reason": "CTSM and SLANet are different model support PRs; similarity is only in shared model-template files." } ] }, @@ -15705,7 +15685,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15724,12 +15704,12 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "2e9b90349d214119f33916dfe43e7842735f50d924f12836044a59182f16476c", + "prepared_review_unit_hash": "0fcb5ee7191237b622e4818eee7ab0463fb3fa20503751318bf1056e36d4734c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, + "serialized_chars": 7467, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -15737,7 +15717,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, + "serialized_chars": 7467, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -15746,30 +15726,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not duplicates of one another. They only overlap on a shared Vit test filename, but the actual changes are unrelated: one alters setup/versioning, one changes CI/workflow/testing helpers, and one injects different workflow/test edits.", - "confidence": 0.95, + "summary": "All three pull requests appear to be unrelated synthetic/test PRs with no shared underlying bug or fix; the only overlap is incidental, especially the shared vit test file.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the diffs target different code paths and concerns, so the shared test-file overlap is incidental rather than a duplicate signal.", + "canonical_pr_reason": "43532 is the most representative anchor for the cluster because it is the broadest infra-oriented PR, but it is still just a prank/test change rather than a true duplicate target.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative for a duplicate cluster here, because the changes are substantively different despite superficial filename overlap.", + "best_pr_reason": "43532 is the least narrow and most cluster-central of the three, touching CI/testing infrastructure in a way that best represents the group, though none are suitable real merge candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup.py/version/dependency changes, while 43532 is about workflow and testing utility edits; they do not fix the same underlying problem." + "reason": "Both are clearly non-functional test/bot-check PRs, but they edit different areas for different stunts; the shared vit test file is incidental and not the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 modifies packaging/versioning and a test file, whereas 45476 adds a CI workflow and unrelated dummy edits in CLIP/Chinese CLIP files." + "reason": "43488 is about setup/version/dependency fiddling, while 45476 adds a workflow caller and dummy tokenization/test edits; they do not fix the same code path or problem." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch tests/workflows, but the concrete changes are different code paths and different purposes, so they should not be merged as duplicates." + "reason": "They both touch CI/test infrastructure, but the concrete changes are unrelated and would not plausibly be merged as one fix; shared filenames do not imply duplicate intent." } ] }, @@ -15783,7 +15763,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15799,7 +15779,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2300d5d7327539d08c07c6de81e7673a2db57859d2e17b4d36a2e6d7fcae98ff", + "prepared_review_unit_hash": "6fdc53f98cda7256209b00070c0008d3e83c35e3a38dbe731d69bb50b5cf640e", "component_budget": { "node_count": 2, "item_count": 2, @@ -15821,18 +15801,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closely related but distinct pull requests: both add a new promptable segmentation pipeline and share docs/registration scaffolding, but one is for concept segmentation while the other is for visual segmentation, with different model backends and tests. They should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two separate open PRs for different pipeline additions: promptable concept segmentation vs promptable visual segmentation. They share documentation/registry scaffolding, but they target different tasks and model integrations.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs implement different features for different segmentation tasks, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader of the two and covers more model backends and tests, so it is the better representative if one needed to pick a single PR to track this family of work.", + "best_pr_reason": "If a representative PR is needed, #43613 is the broader change set, but it should not subsume #43612 because the underlying feature is different.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. Shared documentation/registry changes are scaffold, but the pipelines, targeted model files, and tests differ, so they are not the same underlying change." + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/registration files are just pipeline boilerplate, not evidence of the same underlying change." } ] }, @@ -15846,7 +15826,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15862,7 +15842,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "84241daa616bfddb7e664c1edbf01e55cdfe8d18696beb9630b8c3c986dc5230", + "prepared_review_unit_hash": "0dd466f2584f2e9146a63db270e6505cc0904858aa3ab106eb2db6cd6f5efb77", "component_budget": { "node_count": 2, "item_count": 2, @@ -15884,18 +15864,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py` but implement different Trainer extension hooks: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are not the same fix and should not be deduplicated.", - "confidence": 0.97, + "summary": "These two PRs are only loosely related by touching `trainer.py` and adding custom-trainer hooks, but they address different behaviors: gradient-accumulation loss scaling vs. input column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: #43651 changes training-step loss normalization for gradient accumulation, while #43663 refactors signature-based column filtering. They target different code paths and separate behaviors.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#43651 is the more representative change if a single PR must be chosen, because it directly alters core training loss handling; however, it is not a substitute for #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: loss scaling in `training_step` vs. input signature/column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Reject: both touch `trainer.py`, but one adds `_loss_is_scaled_for_ga` for loss scaling and the other adds `_get_signature_columns` for column filtering. Different concrete behaviors and not plausibly one merged PR." } ] }, @@ -15909,7 +15889,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15927,52 +15907,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "26322fccad50414045434519bba100aa05d406f5aa7554d3565a9602176357ac", + "prepared_review_unit_hash": "4c983df41d6ee70b12304ab629cccfca50ecdfa7443b62496eceb6bb547ccf32", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs (43836 and 43842) appear to be alternate fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`; 43656 looks like a broader typing/annotation cleanup and is less clearly the same concrete bug.", - "confidence": 0.77, + "summary": "All three PRs target the same runtime annotation problem in `src/transformers/cli/serve.py` around `TypeAdapter`/type-hint evaluation. PR 43842 is the clearest minimal fix; the others are broader variants of the same underlying bug.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleanest, most direct fix: it explicitly handles `TypeAdapter` under `TYPE_CHECKING` and stringifies the runtime annotation to avoid the NameError when pydantic is absent.", + "canonical_pr_reason": "PR 43842 is the most direct and narrowly-scoped fix: it imports `TypeAdapter` only under `TYPE_CHECKING` and quotes the annotation where it is used, matching the reported NameError without extra refactoring.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it is narrowly scoped to the exact runtime failure, with a small diff and an explicit issue target for the pydantic-related NameError.", + "best_pr_reason": "PR 43842 best matches the concrete failure mode and has the smallest, most targeted change set for the `TypeAdapter` NameError in the CLI.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656 looks like a broader future-annotations/type-hint cleanup rather than the same concrete pydantic-absent NameError fix. The issue targets also differ, so I would not merge them as duplicates." + "accept": true, + "reason": "Both modify `src/transformers/cli/serve.py` to prevent `TypeAdapter`/annotation NameErrors at import time; they address the same underlying runtime typing bug and are mergeable as one fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs address the same runtime TypeAdapter NameError in the CLI serve path, in the same file, and the diffs are clearly alternative ways to fix the same bug. They could plausibly be merged into one PR." + "reason": "Both are workarounds for the same `TypeAdapter` NameError in the same code path (`cli/serve.py`), with overlapping annotation-stringification/import-guard changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is mostly grounded in the packet. The 43836\u219443842 pairing is reasonably treated as two alternative fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and they look mergeable into one PR for the same bugfix. The 43656\u219443842 rejection is also conservative enough given the weaker overlap and different explicit issue targets. One small caution: the evidence that 43656 is a separate broader cleanup is limited, so that distinction should stay tentative rather than asserted strongly." + "feedback": "The analyst summary stays within the packet: all three PRs touch `src/transformers/cli/serve.py` and the titles/snippets support a shared TypeAdapter/annotation NameError theme. The soft-edge pairings are also reasonably conservative: they describe overlapping fixes in the same file and do not claim anything stronger than mergeability for the same bugfix." }, "evaluator_used": true, "retried": false, @@ -15983,7 +15963,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16002,12 +15982,12 @@ "pull_request:43757|pull_request:45500", "pull_request:43757|pull_request:45506" ], - "prepared_review_unit_hash": "ff37c72b186d1f28f4a4b51ea0b0db636bc76ec748aba56d3c3caeda64c546a8", + "prepared_review_unit_hash": "57a95e3b77932958bd01666855a7c41d608d0a32a63b24306a182ec38bdc357f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7756, + "serialized_chars": 7755, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -16015,7 +15995,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7756, + "serialized_chars": 7755, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -16024,30 +16004,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is centered on GPT-OSS GGUF loading support. PR 45506 is the strongest canonical PR: it is the most complete implementation, explicitly supersedes 43757, and matches the issue target with the broadest code/test/docs coverage. PR 45500 is an earlier partial/full-support variant and is closely related to 45506, but 43757 is only an interim fallback and is not the same concrete change.", - "confidence": 0.94, + "summary": "The two GPT-OSS GGUF support PRs are the same end goal, with 45506 being the fuller/latest implementation and the best representative. The earlier PR 43757 is only a fallback workaround and is not the same concrete change as the full-loading PRs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45506 is the most complete and final-looking PR: it explicitly supersedes 43757, targets the same issue, and includes the broader GGUF mapping/runtime/test coverage rather than just a fallback workaround.", + "canonical_pr_reason": "PR 45506 is the most complete and latest GPT-OSS GGUF support change: it adds the integration mapping, loader support, and tests, and its title explicitly says it supersedes 43757.", "best_issue_reason": null, - "best_pr_reason": "45506 best represents the underlying fix because it implements end-to-end GPT-OSS GGUF loading support, not just a temporary fallback, and it appears to subsume the earlier PRs.", + "best_pr_reason": "PR 45506 is the best single representative because it fully addresses the GPT-OSS GGUF loading gap and is clearly intended as the final implementation rather than a stopgap.", "soft_edge_verdicts": [ { "left": "pull_request:45500", "right": "pull_request:45506", "accept": true, - "reason": "Same issue target, same core GPT-OSS GGUF loading work, and overlapping files indicate these are closely related variants of the same fix." + "reason": "Both PRs target the same GPT-OSS GGUF loading feature/fix, share the same issue, filenames, and code path, and 45506 is a direct fuller version of 45500." }, { "left": "pull_request:43757", "right": "pull_request:45500", "accept": false, - "reason": "They address the same issue, but not the same concrete change: 43757 is only a fallback-to-gpt-neox workaround, while 45500 is a broader GPT-OSS GGUF support implementation." + "reason": "43757 is only a fallback from gpt-oss to gpt-neox, while 45500 aims for full GGUF loading support; they address related but different levels of functionality and are not the same concrete change." }, { "left": "pull_request:43757", "right": "pull_request:45506", "accept": false, - "reason": "43577/43757 is a partial workaround, whereas 45506 implements full loading support; they share a topic but are not the same underlying code change." + "reason": "43757 is a narrow workaround, whereas 45506 implements the actual GPT-OSS GGUF support stack; these are not merge-equivalent fixes for the same underlying change." } ] }, @@ -16061,7 +16041,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16127,7 +16107,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -16193,8 +16173,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44068|pull_request:44086", "pull_request:44059|pull_request:44086", - "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44722", + "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", @@ -16203,8 +16183,8 @@ "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:44059|pull_request:44071", + "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", @@ -16240,394 +16220,376 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "a3299dc276fc5d228f20b1f972fd95e2dfbad56821d01cc3f2a6263555fa123c", + "prepared_review_unit_hash": "e8b92abd9ae7a81c7f388c370fe76f3ee8b22a98400fc5c06db60fd0c4f58481", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of model-specific PRs migrating output tracing to the new decorator-based pattern. Most pairs are theme-only matches across different architectures, so they should stay separate. The only clear duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants that touch the same concrete code path.", - "confidence": 0.84, + "summary": "This cluster is mostly a broad wave of standardized output-tracing refactors across unrelated model families. The only strong duplicate candidates are the GPT-Neo pair and the GPT-J/GPTJ-derived pair(s); the rest are same-theme but different code paths and should stay separate.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best cluster representative: it is the latest GPT-J/CodeGen decorator migration, explicitly targets the shared output-tracing refactor, and covers the same concrete code path as the earlier GPT-J variants.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single representative for this duplicate set because it is the most complete and most recent GPT-J/CodeGen implementation of the shared output-tracing change.", + "best_pr_reason": "44066 is the clearest representative of the cluster: it has the explicit #43979 linkage, a concrete GPT-J/CodeGen output-tracing refactor, and the most direct fit for the standardized decorator migration theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same output-tracing theme only." + "reason": "Different models and code paths; shared issue theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and code paths; only the refactor pattern matches." + "reason": "CVT/FNet vs DeBERTa-v2 are separate refactors in different model stacks." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path; one could subsume the other." + "reason": "Same GPT-J output-tracing refactor family; 44085 appears to be a narrower slice of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-family refactor versus EfficientNet; same theme, not the same change." + "reason": "RegNet/ResNet vs EfficientNet are different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J are unrelated code paths despite both touching output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; shared topic only." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different models." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR; not the same concrete bug/change." + "reason": "GPT-J/CodeGen vs MGP-STR are different concrete refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT touch different model code paths." + "reason": "GPT-J/CodeGen and MPT are separate model paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing migrations in the same file and same path." + "reason": "Both target the same GPT-Neo output-tracing migration in the same model file." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; same pattern, different code paths." + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-family refactor versus GPT-J/CodeGen; not the same change." + "reason": "ResNet and GPT-J are unrelated model refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." + "reason": "MGP-STR and GPT-J are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; only the decorator migration is shared." + "reason": "ResNet vs GPT-J; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different code paths." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet-family and MPT refactors are not the same concrete change." + "reason": "ResNet and MPT are separate model migrations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert/XLM are different model paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." + "reason": "GPT-Neo and GPT-J are different underlying changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated code paths." + "reason": "MPT and GPT-J are unrelated refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-J and MGP-STR are different model changes." + "reason": "GPT-Neo vs Flaubert/XLM; same pattern, different code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; same theme only." + "reason": "GPT-Neo and MGP-STR are distinct model implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and Flaubert touch different model families." + "reason": "GPT-Neo and GPT-J are different refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "VisualBert and LongT5 are unrelated code paths." + "reason": "MPT and GPT-J are separate code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and Flaubert are different concrete implementations." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; shared theme only." + "reason": "GPT2 and MGP-STR are different model migrations." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT2 and GPT-J are not the same underlying bug or change." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different implementations." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are unrelated model paths." + "reason": "ViLT and Flaubert/XLM are different model stacks." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different refactors, not one change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are different model families." + "reason": "GPT-Neo and MPT are separate refactors." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "SegFormer and GPT-J are unrelated model changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 only share the broad migration theme." + "reason": "SegFormer and LongT5 are different code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert are different model implementations." + "reason": "SegFormer and VisualBert are separate model migrations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44068", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are different code paths." + "reason": "GPT-Neo and LongT5 are different underlying changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated concrete changes." + "reason": "RegNet and VisualBert are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model families." + "reason": "RegNet and MPNet are separate model paths." }, { - "left": "pull_request:44019", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "ResNet and MGP-STR are unrelated implementations." + "reason": "TextNet and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and GPT-J are different code paths." + "reason": "MPNet and LongT5 are unrelated migrations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model changes." + "reason": "RegNet and GPT-Neo are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are different concrete refactors." + "reason": "MPT and LongT5 are separate refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and TextNet are different code paths." + "reason": "RegNet and SegFormer are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and MPNet are unrelated model implementations." + "reason": "SqueezeBert and MPT are unrelated changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "DeBERTa-v2 and TextNet are distinct model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." + "reason": "SqueezeBert and VisualBert are different underlying changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." + "reason": "SqueezeBert and DeBERTa-v2 are separate refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model paths." + "reason": "DeBERTa-v2 and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and ViTS are unrelated changes." + "reason": "MPT and ImageGPT are different models." }, { "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert are different implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44086", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and MGP-STR are unrelated code paths." + "reason": "TextNet and LongT5 are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model changes." + "reason": "DeBERTa-v2 and VITS are separate model migrations." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SegFormer and MPT are unrelated concrete refactors." + "reason": "FocalNet and ImageGPT are different concrete refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MPT are different model implementations." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated code paths." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model migrations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and GPT-Neo only share the migration theme." + "reason": "DeBERTa-v2 and SpeechT5 are different underlying changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "SegFormer and VisualBert are different model paths." + "reason": "DeBERTa-v2 and VITS are separate model refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and Flaubert are unrelated concrete changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor and same underlying code path." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing migration in the same file; one PR could subsume the other." + "reason": "FocalNet and ImageGPT are unrelated implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted soft edges are the clearly overlapping GPT-J/CodeGen and GPT-Neo pairs that share file paths and issue target, while the rest are rejected as cross-family/theme-only matches. No soft-edge verdict overstates mergeability." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the main GPT-Neo and GPT-J/CodeGen duplicate candidates without overextending to the unrelated model refactors. The accepted soft-edge pairs are plausible as mergeable same-bugfix changes within the same code paths, and the rejected pairs are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -16638,7 +16600,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 23, + "component_count": 22, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -16662,20 +16624,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "56e883e2f320282fef48d26bf2f7912b0a5414013f787fffc976853b59fca2cd", + "prepared_review_unit_hash": "747e937f931315c7a3892b707ed3505d52bf30bb0f2791999e13a3ae6cdf650a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16684,42 +16646,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs, but they affect different architectures and code paths, so they are related in theme rather than duplicates.", - "confidence": 0.9, + "summary": "These are related model-by-model refactors toward standardized output tracing, but they are not duplicates of the same concrete change. Each PR targets a different architecture/code path, so they should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it explicitly introduces both can_return_tuple and capture_outputs, adds model-level output-recording metadata, and shows the standardized tracing pattern most directly.", + "canonical_pr_reason": "PR 44129 is the best anchor only because it has an explicit issue target and a clearly scoped standalone refactor; however, it does not subsume the other model-specific changes.", "best_issue_reason": null, - "best_pr_reason": "44073 is the best global representative because it is the most explicit and self-contained instance of the output-tracing refactor pattern, while the others are narrower per-model adaptations or partial variants.", + "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and substantial output-tracing refactor, but the rest are still distinct per-model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad output-tracing refactor theme, but VisualBert and TextNet are different models with different implementations and tests; these are not the same concrete bug/change and would not be merged as one PR." + "reason": "Same refactor theme, but different models and different implementation surfaces; not the same underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output capture, but MPNet and VisualBert touch different model code paths and model-specific recorder mappings; related pattern, not duplicate change." + "reason": "Both modernize output tracing, but for different model code paths (MPNet vs VisualBert), so they are not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different refactor details; they share a framework-level pattern but do not fix the same underlying code-path problem." + "reason": "Shared decorator/output-capture pattern only; the actual changes are model-specific and not mergeable as one concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate output handling in separate model files with distinct internals, so these are not the same change and should stay separate." + "reason": "RegNet and SqueezeBert are separate implementations of the same style of cleanup, not the same underlying PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both relate to standardized output collection, but SqueezeBert and SpeechT5 address different model implementations and different output semantics; not a single mergeable fix." + "reason": "Both touch standardized output handling, but they affect different model internals and do not fix the same concrete code path." } ] }, @@ -16733,7 +16695,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16770,13 +16732,16 @@ "pull_request:43999|pull_request:44027", "pull_request:44000|pull_request:44001", "pull_request:44000|pull_request:44002", - "pull_request:44000|pull_request:44003", "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", "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:44004", "pull_request:43998|pull_request:44004", "pull_request:44001|pull_request:44004", @@ -16798,262 +16763,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "45c0ad7371e5a49ef8993b4686208982c30f70516b5c782c1ec161fa32032756", + "prepared_review_unit_hash": "5f9f9b6b3946c6fa3a69370e0fe383b8baa69acc7c191417d0f701c9046748c9", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39777, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "soft_pair_count": 42, + "serialized_chars": 40933, + "estimated_input_tokens": 10234, + "estimated_eval_tokens": 20724 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39777, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "soft_pair_count": 42, + "serialized_chars": 40933, + "estimated_input_tokens": 10234, + "estimated_eval_tokens": 20724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all variants of the same refactor theme (\u201coutput tracing\u201d), but they target different model implementations and code paths, so they should not be deduplicated against each other.", - "confidence": 0.97, + "summary": "These are independent model-specific output-tracing refactors across different architectures, not duplicate bug fixes or the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each item is a separate model-specific refactor, not the same concrete change.", + "canonical_pr_reason": "PR 44003 is the best representative: it has the broadest refactor footprint, touches two related Mamba files, and includes the clearest output-capturing/tracing changes (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`).", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage; the set is a collection of distinct per-model refactors rather than one mergeable change.", + "best_pr_reason": "PR 44003 best captures the cluster\u2019s main theme while being the most substantial example of the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths (timm_backbone vs upernet); same refactor pattern only." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model implementations; not the same concrete bug or change." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate architectures (timm_backbone vs univnet), so not duplicates." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; only the refactor theme matches." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths; same output-tracing cleanup does not make them duplicates." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated implementations; not the same change." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific refactors in separate files." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths; these are not the same underlying fix." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder vs MobileNetV1 changes; only broadly similar." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and concrete edits." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different code paths; not duplicates." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations; only the refactor motif is shared." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44000", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different model families; not one concrete bug/change." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Vision-text dual encoder vs Depth Anything are unrelated changes." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models and refactored code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Mamba/FalconMamba are unrelated implementations." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different model-specific output-tracing changes, not the same fix." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model code paths." + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate architectures; same broad refactor pattern only." + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba vs CodeGen are different concrete code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; not the same underlying change." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different model changes." + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision Encoder-Decoder are distinct model-specific refactors." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; not the same mergeable fix." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything vs SuperPoint are unrelated code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; same refactor theme only." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate concrete changes." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated model code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and files; not duplicates." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific changes." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; not the same underlying bug or change." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; same broad refactor theme only." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR are distinct concrete edits." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific refactors; not the same code-path fix." + "reason": "Different model implementations/files; same refactor pattern only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model code paths with only superficial similarity." + "reason": "Different model implementations/files; same refactor pattern only." } ] }, @@ -17067,7 +17056,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17086,7 +17075,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "ae334d980e3b83aa445855f4eda458853fd03e3becd053d3d32ac4b1344540e5", + "prepared_review_unit_hash": "1314b1454bc4fe600085b173a662664af24d833b409d50ee94c353ee455ec5ad", "component_budget": { "node_count": 3, "item_count": 3, @@ -17108,30 +17097,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three independent model-addition PRs for different projects (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share repository scaffolding patterns, but not the same underlying code path or change request, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). Their overlap is mostly shared Transformers boilerplate (auto registries, docs TOC, tests), not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three PRs implement different models with distinct configs, model files, and tests, so they are not duplicates of one another.", + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and codepath, so they should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplication triage: all three are separate feature PRs, and none is a better duplicate representative than the others.", + "best_pr_reason": "PR 45401 is the most self-contained representative of its own feature work because it has an explicit tracking issue and a focused model implementation, but it is still not a duplicate of the other two.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS) with different codepaths and targets; shared auto-registration/docs are generic scaffolding, not the same change." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared files are generic registry/docs plumbing, not the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different models and artifacts (PenguinVL vision-language vs DeepSeek-OCR-2 OCR model); overlap is only in common model-template files, not a shared bug or feature." + "reason": "Different model families and implementations; overlap is limited to common Transformers scaffolding and does not indicate one underlying bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Distinct model additions for unrelated domains (OCR vs TTS); they do not appear mergeable as one PR fixing the same concrete problem." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; the shared auto-registration/docs edits are broad infrastructure, not a mergeable duplicate PR." } ] }, @@ -17145,7 +17134,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17161,12 +17150,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "06696afc9dd2ac58254c4e4c1158d427ba84df9337b3f55ca3e52277c5394e5f", + "prepared_review_unit_hash": "64ce9d5c6049897912ba92401a9c10ddb8d36f690ed590d6472e53ab021d3d75", "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 }, @@ -17174,7 +17163,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17183,18 +17172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they address different layers: one introduces a general module fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and an example. They are conceptually adjacent, not duplicates.", - "confidence": 0.91, + "summary": "These are related by the broad idea of fusion, but they target different layers and different code paths: PR 44979 introduces a standalone module-fusion API, while PR 45363 wires n-to-1 kernel fusion into KernelConfig/model loading. They should not be treated as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational API change and better represents the cluster\u2019s core module-fusion concept; PR #45363 is a narrower follow-on implementation using `KernelConfig`.", + "canonical_pr_reason": "PR 45363 is the more concrete and integrated implementation: it modifies model loading, integration hooks, and KernelConfig to enable a specific fusion path, whereas PR 44979 is a separate foundational API addition.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best single representative because it defines the general fusion abstraction rather than one specific kernel-fusion application.", + "best_pr_reason": "PR 45363 is the better representative for this cluster because it addresses an end-to-end user-facing fusion feature and has the broader, more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but different concrete changes: #44979 adds a new module fusion API, while #45363 implements n-to-1 kernel fusion through `KernelConfig`. They are not the same underlying code-path fix and would not naturally collapse into one PR." + "reason": "Different implementations of fusion at different abstraction levels: 44979 adds a generic module fusion API, while 45363 implements n-to-1 kernel fusion via KernelConfig and model integration. They are related conceptually but not the same concrete change." } ] }, @@ -17208,7 +17197,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17224,7 +17213,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "7930ce776e6ef2b12f2e270f9171496b1435c509037fc5b3f735a155e5d1ee0c", + "prepared_review_unit_hash": "a25a1cf01d5a3d9ed71f74f0a5529ca4c001ca8e706927323857ddb73383281b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17246,18 +17235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file and target the same issue; PR 45317 looks like the more complete superset because it adds test coverage.", - "confidence": 0.96, + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for the same target issue, with nearly identical code changes; PR 45317 is the more complete version because it also adds test coverage.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also adds tests, has a clearer scoped title, and appears to be the more complete version of the change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same bug as 45086 and also includes tests, making it the more complete and review-ready change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR because it covers the same concrete bug fix plus validation, making it the strongest standalone candidate to keep.", + "best_pr_reason": "PR 45317 is the best PR candidate since it preserves the same fix while adding validation coverage; 45086 appears to be an earlier/smaller variant of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: these are the same underlying fix for _patch_mistral_regex / Mistral regex AttributeError, touch the same code path and file, and target the same issue; 45317 is essentially a superset with tests." + "reason": "Same underlying AttributeError fix in the same code path, same explicit issue target, and effectively the same patch; the second PR just adds tests." } ] }, @@ -17271,7 +17260,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17287,7 +17276,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a1b797b7af648cd5d0a4fa5cf4a282d3d0e6ba808d6ac65d8aa70dba8f4f8ac8", + "prepared_review_unit_hash": "2027bd7f06c56bcdaf7cf8ade211e0e2082db64c8cdfaec1a41ec5fa61830b0e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17309,18 +17298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related but not duplicates: #45333 adds heterogeneous per-layer config support, while #45332 builds on that with broader heterogeneous model/cache/masking/modeling changes. They share files because #45332 depends on the config work, but they are different concrete changes.", - "confidence": 0.91, + "summary": "These are related but distinct PRs: one introduces heterogeneous per-layer config infrastructure, while the other builds on it to add model/cache/masking support. They should not be treated as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader umbrella PR and incorporates the model-side changes that go beyond config plumbing, so it is the better representative of the cluster.", + "canonical_pr_reason": "PR #45333 is the more foundational, narrower change: it adds the heterogeneous per-layer config machinery that the broader modeling PR depends on.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest standalone PR for the cluster because it covers the end-to-end heterogeneous model support, not just the configuration layer.", + "best_pr_reason": "PR #45333 is the best canonical PR because it cleanly captures the core enabling feature without the extra model-side plumbing from #45332.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related, but not the same underlying change: #45333 is config-only, while #45332 extends into cache/modeling/masking and model-specific integration. They would not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same concrete change: #45333 adds per-layer config support, while #45332 extends that into heterogeneous modeling/cache/masking behavior. They would not plausibly be merged as one duplicate PR." } ] }, @@ -17334,7 +17323,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 23, + "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17350,7 +17339,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a3dde27dbe55be01e7c5ae92d5c45e8ce154c49a5c5664fae08ec33dc3076b2f", + "prepared_review_unit_hash": "d8ebf51839231c40418f31d25c1fcc396a9f1ad52765c2a3229af6cdde0c4b20", "component_budget": { "node_count": 2, "item_count": 2, @@ -17372,81 +17361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they are not the same concrete change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds/adjusts shared typing protocols and helpers for specific modeling-utils integration. They overlap in subsystem, not in underlying fix.", - "confidence": 0.86, + "summary": "Both pull requests are typing-related, but they are different changes: one is a broad type-checking sweep across many Transformers modules, while the other adds specific typing protocols/aliases for modeling_utils and PEFT integration.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better representative because it makes a specific typing API change in `_typing.py` and related integration code, whereas PR #45415 is a broad multi-file type-checking pass with many unrelated edits.", + "canonical_pr_reason": "PR #45425 is the more concrete, self-contained typing change, centered on new shared typing definitions and modeling_utils/PEFT compatibility.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the most focused and self-contained change; PR #45415 is too broad to serve as a clean duplicate target.", + "best_pr_reason": "PR #45425 is the best representative of the cluster if you want the narrowest, most clearly scoped typing-focused change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but #45415 is a broad type-checking cleanup across many files while #45425 adds specific typing protocols/helpers for modeling_utils. They do not look like the same underlying bug or 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": 23, - "component_count": 23, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45470-2", - "nodes": [ - "pull_request:45470", - "pull_request:45487" - ], - "soft_pairs": [ - "pull_request:45470|pull_request:45487" - ], - "prepared_review_unit_hash": "7998af5eec0ca7306df19c0bb0555cd8c337f967c3f950b058481686bfb11549", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5069, - "estimated_input_tokens": 1268, - "estimated_eval_tokens": 2792 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5069, - "estimated_input_tokens": 1268, - "estimated_eval_tokens": 2792 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs are not duplicates: one only skips unsupported flash-attn composite-model tests in sam3_lite_text, while the other fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP and related models.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": "pull_request:45487 is the stronger standalone fix because it changes production model code to address a concrete bug; pull_request:45470 is just a targeted test skip.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45470", - "right": "pull_request:45487", - "accept": false, - "reason": "Different underlying problems and scopes: 45470 suppresses flash-attn tests for one composite model, while 45487 fixes token_type_ids/device handling across multiple model implementations." + "reason": "Reject: these are not the same underlying change. #45415 is a broad repository-wide type-checking cleanup/ignore sweep, while #45425 adds specific typing helpers and model-specific protocol support. They share a subsystem, but not a concrete code-path fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c42b2af5034c2a7abd66d8ead548864f487dd168..03e650e5842ec885dc79622a687302d231a68dbd 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260422t000040z", + "analysis_id": "hybrid-model-20260422t060051z", "archived_artifacts": { - "hybrid": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-4", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-43366-4", + "issue_number": 43366, + "reason": "Issue #43366 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 7 inbound references.", + "score": 157.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..753a3e5fc31436eb0a3fdc0d595f128737f576ca --- /dev/null +++ b/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17387 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260422T060051Z", + "generated_at": "2026-04-22T06:09:46Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "310768fbd0b727863706c29c0e02b2d2d6c0c6f69e83a841e3b7d62dbb74c7f4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not look like the same underlying bug. #16618 is a general model-loading failure, #15980 is specifically about a bad authentication/error message when downloading a private model, and #13244 is about TAPAS tokenization mismatch with TensorFlow code. I would keep them separate.", + "confidence": 0.82, + "canonical_issue_reason": "#16618 is the broadest and most central of the three, focused on model loading, so it is the best representative issue for this cluster even though the others are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest standalone issue because it states a clear user-facing failure and is the most generally applicable of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior in TAPAS is a different subsystem and bug class from a model-loading failure; no evidence they share the same root cause." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about authentication/download messaging for private models, while #16618 is a general inability to load 'bert-base-uncased'; these are not the same concrete issue." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "6d917a365e2efd2146e301b8301b8142d635868e7d01c1d4fc52441c1a3bd136", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46485, + "estimated_input_tokens": 11622, + "estimated_eval_tokens": 23500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model/runtime/doc issues. The only clear duplicate-looking pair is the two DeepSpeed ZeRO-3 Bert index-out-of-bounds reports; the rest differ by model, symptom, or code path.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the one true duplicate pair: it is a concrete DeepSpeed ZeRO-3/Bert index-out-of-bounds report and is closely mirrored by issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative because it describes the shared ZeRO-3/Bert loading failure most concretely and has the strongest duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same family (Qwen3.5) but different failures: missing config field vs streaming chat/completions behavior." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different failure modes; one is dtype mismatch in a processor path, the other is AMD GPU runtime support." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention inference/runtime issues, but the underlying bug paths are unrelated (autocast dtype mismatch vs AMD GPU failure)." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and code paths; one is GPU backend compatibility, the other is an invalid method call in a MoE model." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; NVFP4 runtime error is not the same as the AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are runtime problems, but one is DeepSpeed collective mismatch and the other is ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated model/export error vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: ONNX export failure vs device-mapping cuda assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they refer to different removed features and different pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: ONNX export failure vs missing GenerationMixin import." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/index errors, but the model/setup and stack traces differ enough that they do not look like the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom pattern and trigger; one is ZeRO-3 Bert init failure, the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated errors in different features: mask shape mismatch vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different stacks and causes; tensor mask mismatch is not the same as TRL embedding unpacking failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different functionality: tokenizer mapping codegen vs a runtime indexing/shape error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are different (collective mismatch vs zero-sized index on Bert load)." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/Bert loading bug: both hit index-0-out-of-bounds with zero-sized parameters during init/load." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different features and errors; Liger cross-entropy dispatch vs GPT-OSS tensor-parallel support." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated model/runtime error vs LoRA weight merge inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape-related, but the training stack and specific failure conditions are different." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete errors and code paths are different." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated problems: detokenization regression vs AMD GPU compatibility." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes; ZeRO-3 Bert init bug is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpoint/FSDP tensor recomputation issue is unrelated to the custom trainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and subsystems; Bert ZeRO-3 init bug is not the GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error classes; dtype mismatch in preprocessing vs NVFP4 runtime failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model/config issues: Gemma3 vLLM attribute error vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different bug classes: autocast dtype mismatch vs tensor-parallel runtime failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different training stacks and symptoms; recomputed tensor mismatch vs cuda assert on auto device map." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime numeric/dtype issues, but they affect different models and code paths (Dynamo grouped_mm vs autocast mismatch)." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is ZeRO-3 load-time zero-size indexing." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral lm_head tying bug is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel dispatch issue and tensor mask mismatch are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs NemotronH load implementation bug are different failure sources." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit test model-loading issue and checkpoint corruption are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic model field regression are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen/Gemma-era config changes, but the actual missing attributes differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are load-time errors, but one is a mask-size mismatch and the other is a zero-size index failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The accepted duplicate pair, issue:43596 and issue:43638, is strongly supported by the titles and symptom pattern (ZeRO-3, Bert loading, index 0 out of bounds with size 0). The rejected soft-edge pairs are phrased cautiously and do not overclaim similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "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:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:43054|issue:43994", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "a64926f25a0855480488fc09a04e0a0a48aae5b97bb838b0fe086404c1db2a0f", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous set of mostly unrelated issues. The only clear duplicate pair is the non-persistent-buffer regression reports; the rest are just semantically similar within broad subsystems and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the best canonical anchor for the only true duplicate family here: it describes the non-persistent-buffer corruption regression broadly and earliest, while later reports like 43950/44534 are narrower restatements.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the most representative issue in the cluster because it captures the underlying regression most generally; the other items are mostly distinct bugs or feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: int4 quantization OOM vs tied-weights handling in translation models." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are config-related, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field regression; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/TP failures with different symptoms and code paths; too broad to merge." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to a chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different initialization bug than the pydantic field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping failure for add-new-model-like is a different loading-path issue than streaming inference." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about text-embedding quality while the other is a model/pipeline result mismatch." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3/vLLM missing sliding_window_pattern and MobileLLM key error are distinct model-loading bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage object are unrelated runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but they involve different shapes, models, and triggers." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Mixtral grouped_mm tracing failure are different model/backend issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss is not the same as a GLM5 model-specific issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight shape error and TRL unpacking failure for Qwen3.5 are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 is unrelated to translation-model tied-weights issues in v5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom model initialization regression is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different Qwen3.5 cache/backend problem, not tied weights." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied-weights behavior." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight translation models are not the same underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning the removed run command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL unpacking failure for Qwen3.5 is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization in DeepSeek Coder is unrelated to Qwen-3-8B-NVFP4 runtime errors." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs about a removed run command." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers being corrupted/fill with junk in Transformers 5.x." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate reports of the same non-persistent-buffer corruption bug in from_pretrained()/5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the RLHF gradient explosion/position_ids issue." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 embedding-quality regression are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and generic loading noise are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer unexpected kwarg and Gemma3 DeepSpeed ZeRO-3 index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl-embedding video StopIteration is unrelated to GraniteMoEHybrid invalid method calls." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate family, 43644/43950/44534, is well supported by the titles, and the rest of the soft-edge rejections are phrased cautiously enough given the limited evidence. No obvious overstatement or mergeability issue 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": 13, + "review_unit_index": 3, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "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:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:41553|issue:43881", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43782|issue:44960", + "issue:44403|issue:44488", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:45081|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "3a9b921dd9bdb92c3373e88b6c5cd8685a879a48c8244a0d418d2ea192b4363e", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38576, + "estimated_input_tokens": 9644, + "estimated_eval_tokens": 19544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are related only at a broad subsystem level, not the same underlying bug. The only clear duplicate-looking pair is the v5 docs regression about removed pipeline task references.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44509 is the clearest and broadest statement of the docs regression; 43827 is the narrower variant and reads like the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the strongest representative issue here: specific, actionable, and it captures the broader docs breakage around removed v5 pipeline tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility/runtime errors, but they involve different failure modes: bitsandbytes init kwargs vs missing Float8 storage." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading problems, but they target different models and different likely root causes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2 behavior, but one is zero probabilities and the other is embedding quality; too broad to be the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different code paths: gradient checkpointing/LoRA versus int4 quantization memory/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 symptoms, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy; not clearly the same defect." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different failure signatures; both are load issues but not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is a generic noisy-loading complaint; the other is a specific tokenizer load failure for a particular model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both touch training/memory, but one is about checkpointing effectiveness and the other about MoE training memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but 45020 is a broad regression report while 43643 is a specific AutoConfig field-loss bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas entirely: detokenization versus flash-attn import handling on Python 3.13." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; no evidence they share the same code path." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic loading complaints, but they concern different models and likely unrelated issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3-family LoRA/training warnings, but one is a model-compatibility issue and the other is a tie_word_embeddings warning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are Gemma/Qwen loading failures, but they involve different models and different stack traces." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "No concrete overlap beyond both being model-related regressions." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "45020 is a broad remote_code regression; 45356 is a specific tokenizer codec/fix_mistral_regex issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping add-model helper failure; the other is a broader remote_code regression." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both discuss embeddings, but one is model quality and the other is dtype drift between train/eval." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: missing Qwen2.5-VL import versus bitsandbytes init argument error." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs regression: pipeline task references that should no longer be present." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper model load failure may be related to feature extraction, but the titles do not show the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: weight tying in Mistral3 versus non-persistent buffer corruption in from_pretrained." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different tokenizer regex error versus flash-attn fallback gating." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model/data issues: Qwen3 MoE weight conversion versus Ovis2 checkpoint corruption." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "A specific Qwen3 MoE FP8 failure is not the same as a broad remote_code regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different loading failures: MobileLLM key error versus flash-attn fallback checks." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "No concrete duplicate signal beyond both being model-loading regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms; one is an AutoTokenizer error, the other a tokenizer load regression for a specific model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-Next ZeRO-3 weight loading, but the model targets and failure descriptions differ." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar init/compatibility theme, but the specific error surfaces are different." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and no shared failure mechanism is evident." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both are about Qwen3 training behavior, but one is weight conversion/load and the other is gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures; no sign of a shared root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different problems: Trainer compute_loss keyword mismatch versus tensor mask shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The single accepted pair is well grounded: both issues describe the same v5 docs regression around removed pipeline-task references, and they look mergeable into one docs-fix PR. The other verdicts are conservative and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43644|issue:44534", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "52d3cb6a2107ec41cee5d1b2aa982ca929505883d3d61a539ae14b838086f9f2", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but a few duplicate pockets are real: the non-persistent-buffer regressions, the custom-model init regression, and some Qwen/SigLIP2 output/video reports. The soft edges should stay conservative where only a shared model family or broad subsystem is evident.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43950 is the cleanest, most precisely scoped regression report in the set and has an exact near-duplicate in 44534, making it a strong canonical representative for the non-persistent-buffer bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best overall issue to anchor this cluster because it is concrete, regression-oriented, and has the strongest duplicate evidence among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both report the same mask-vs-tensor shape mismatch IndexError with nearly identical wording, so they look like the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen3.5/Qwen3-VL video-input regressions in the same version range, and the failure descriptions are close enough to plausibly be the same root issue." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "These are unrelated failures: bitsandbytes initialization incompatibility versus CLIPTokenizer max-length handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; the packet does not support a shared underlying bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "One is GGUF/gpt-oss architecture support, the other is a torch.autocast dtype mismatch on Phi-tiny-MoE; too different to treat as duplicates." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and image-processor segmentation-map handling are distinct code paths and problems." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "These only share the broad Qwen/GGUF area; one is architecture support, the other is a sliding_window bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention-related paths, but the concrete failures and model contexts differ and there is no evidence of the same regression." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the Transformers 5.0 custom-model initialization regression, with 43645 just being the notebook variant of 43646." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope/position-id scaling are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen/video paths, but one is a StopIteration in video handling and the other is SFT embedding unpacking; not enough evidence of the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import symbol and meta-device loading breakage are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and meta-device loading regression are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both are about bad output from the same SigLIP2 model family, and the titles point to a closely related model/processor regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization and non-persistent-buffer corruption are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "The video-input StopIteration report and the mask-shape IndexError do not look like the same underlying code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/BertModel zero3 initialization and tokenizer-mapping-name handling are separate problems." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but the packet does not show they are the same regression." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel index error and add-new-model-like tokenizer mapping failure are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer junk-fill regression, phrased as a direct duplicate." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload loading failure and Strix Halo mmap/OOM avoidance are different loading/memory issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "They only share the SigLIP2 family; one is about zero probabilities while the other is a docs-example/model-processor/quantization bundle of errors, so the evidence is too weak for duplicate status." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained key serialization are different Qwen3.5 regressions." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe and packed-weight unpacking during accelerate loading are distinct loading paths and bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT-loading complaints, but the packet does not show they stem from the same regression or model-loading path." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint-resume max_steps calculation and SGD argument handling are unrelated trainer/optimizer issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, issue:38175 vs issue:39692 only share the SigLIP2 family; the titles point to different failure modes (zero probabilities vs docs-example/model-processor/quantization problems), so calling them likely duplicates overstates the record. Likewise issue:44451 vs issue:44488 are both BERT-loading complaints, but the packet doesn\u2019t show they\u2019re the same regression. Because the analyst isn\u2019t consistently conservative on these edges, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:39692|issue:43994", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43854|issue:45216", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "d23050f29ab58e6d69837298c099b7b83bd76c0e853a7655a2012de1b31f0d97", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39804, + "estimated_input_tokens": 9951, + "estimated_eval_tokens": 20158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers regressions across different model families and subsystems, not one duplicate set. A few subgroups are thematically close (e.g. custom model initialization, resize_token_embeddings, Qwen3/MoE loading), but the soft pairs still look like separate concrete bugs rather than the same underlying change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the initialization/regression subgroup and is more general than nearby variants like 43645, 44164, and 44291, but the overall cluster is too heterogeneous to treat as a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to represent the cluster if one must be chosen: it has the broadest scope and best matches the recurring Transformers 5.x model-initialization/load regression theme. It is still only a partial fit because many other items are separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different symptoms (unit-test load issue vs shape mismatch)." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Same quantization/memory neighborhood, but one is Qwen3 MoE training memory inefficiency while the other is offloading behavior with quantization." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Qwen3/MoE-style model behavior, but one is a LoRA compatibility break and the other is a token embedding resize bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2/Siglip2 usage, but one is a broken documentation example and the other is an inference-quality issue with AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes: CUDA assert on auto device mapping versus FineGrainedFP8Config load failure." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different path from loading GLM-4.7-Flash in tests." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different load paths; one is a BERT checkpoint load failure, the other is tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Both are chat/processor related, but one is a Qwen3.5 crash and the other is a Gemma4Processor missing `_tokenizer` in transformers serve." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom model initialization in Jupyter." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory behavior, but one is FP8 config load failure and the other is a platform-specific mmap/OOM issue." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different regressions: LoRA model portability across versions versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping registration versus compiled flex_attention on newer torch." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but for different model classes (Mistral3 vs AyaVision) and different reported effects." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA version-compatibility and Qwen3 MoE training memory are unrelated bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "These are very close, but still model-specific reports of the same resize_token_embeddings family rather than a clearly identical bug with the same code path." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load related, but one is extra_state handling and the other is init_empty_weights getting an unexpected argument." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with different root causes and checkpoints." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading expectations differ from the specific int4 reserved-memory/OOM regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the GLM5 issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory bugs: int4 quantization OOM versus disabling mmap on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-compatibility issue; the other is meta-device loading breaking some models." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-loading/quantization adjacent, but one is Qwen-3-8B-NVFP4 runtime failure and the other is MXFP4 falling back to bf16." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and gradient checkpointing in eval mode are related only at a very high level, not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-ish loading regressions, but one is GLM-4.7-Flash load issues while the other is a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during meta init is a model construction bug, not a platform-specific mmap OOM issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Very close topic, but 45276 is a model-specific report while 45292 is the broader generic resize_token_embeddings/output_embeddings issue." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset in modular code is unrelated to the GLM5 loading thread." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to the RLHF NaN/position_ids SDPA fallback bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is a different mechanism from disabling mmap to avoid OOM." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to mmap-based memory pressure." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Transformers 5.0 is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "These are same topic but still separate model-specific reports; insufficient evidence they are the exact same underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in several Qwen variants is unrelated to strict config blocking granite_speech." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different checkpoint/model load failures for different model names." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model init regression is not the same bug as save/from_pretrained extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a general version issue; the other is a dtype mismatch under autocast for Phi-tiny-MoE." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different code paths and symptoms." + } + ] + }, + "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": 13, + "review_unit_index": 6, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:40990|issue:43421", + "issue:43957|issue:44164", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084" + ], + "prepared_review_unit_hash": "35bb086639708de5695cf19f327277da14d9fd83b77df03dabeab28ee77736e6", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38176, + "estimated_input_tokens": 9544, + "estimated_eval_tokens": 19344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated issues, with many v5 regression reports but different code paths (model loading, tokenizers, audio, vision, MoE, docs, and training utilities). I do not see any soft-edge pair that is clearly the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 regression report here, centered on model loading breaks and base_model_prefix behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative issue because it captures the main release-regression theme while staying concrete.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: float8 storage lookup vs Apple Silicon mmap/OOM behavior." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Unrelated code paths: isolated repro of an older issue vs PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading issues, but for different models and different failure modes (shape mismatch vs checkpoint load support)." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Same release family, but different concrete bugs: base_model_prefix loading vs custom model init in Jupyter." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: Qwen3.5 cache group-type error vs template compilation error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Mistral image-preprocessor dtype mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check bug is unrelated to Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL-related failures with different root causes; not the same loading bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different pipeline behaviors and different removals." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to a mask shape mismatch error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction issues and tokenizer loading failure are separate problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap/OOM are unrelated performance/pathology reports." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT predictions are clearly different models and code paths." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and LoRA gradient-checkpointing behavior do not describe the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention failure are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict is not the same as gguf_file breaking auto loading." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag break are different failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for est-roberta and Mistral regex patch crashes are different tokenizer bugs." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regressions and extra_state save/load handling are distinct serialization paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and patch_mistral_regex backend_tokenizer crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to sleng-bert tokenizer loading." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch version compatibility and GPT-OSS tensor-parallel loading are different concerns." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but the reported failures are not clearly the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Strix Halo mmap/OOM are unrelated resource issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model/tokenizer loading failures with no shared code path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and template compilation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43262|issue:43377", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44479|issue:45325", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "42e41e70fd77d3595fed7209c258f9eb0cdd11a305e5a5477412c4eb16f1a532", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37882, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, but there are two clear duplicate-style pairs: the Transformer v5 non-persistent-buffer regression and the Qwen3.5 save_pretrained regression. Most other soft matches are only broad subsystem or model-family similarities, not the same bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical representative of the exact duplicate pair about v5 filling non-persistent buffers with junk; it is the more specific original wording.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best issue to anchor on because it states the bug most directly and matches its near-duplicate almost verbatim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same concrete regression; the titles describe the same v5 non-persistent-buffer junk initialization bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different bugs: missing fields from AutoConfig vs an invalid group type crash in PagedAttentionCache." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated issues: T5 tokenizer special-token attribute conflict vs Qwen3-MoE FP8 config failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths and symptoms; device_map/offload loading is not the same as GGUF loading under v5." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs MIMI encoder batching/padding-mask mismatch." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they are different models and likely different causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the non-template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper pipeline return_language regression is distinct from a pipeline error-message wording issue." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different failures in Qwen models: FP8 config loading vs PagedAttentionCache group-type crash." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 bugs: hidden-states output regression vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model initialization failure vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they target different repositories/models and don't look like the same defect." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different symptom domains: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI encoder padding-mask batching bug is unrelated to DAC.from_latents missing STE mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/runtime failures: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter is not the same bug as non-persistent buffer junk initialization." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures for different models and different tokenizer code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformer v5 initialization flag breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to an AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different low-level problems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is missing tying in model definition and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs in different subsystems; FP8 model loading is not the same as template-node compilation failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: model loading failure for physical-intelligence/fast vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The duplicate anchor around 43644/44534 is well supported by the titles, and the other soft-edge rejections stay conservative. The Qwen3.5 save_pretrained pair is plausible as a duplicate-style cluster; nothing in the packet clearly contradicts that." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43881", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43611|issue:44534", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43317|issue:43856", + "issue:40444|issue:45325", + "issue:36032|issue:43742", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43425|issue:44403", + "issue:44079|issue:44534", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43792|issue:44589", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43881|issue:44488" + ], + "prepared_review_unit_hash": "8f096225c2d87e5152847e03e92bee69df37f595bfe641c76ba687a059523ab3", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38433, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "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 v5 / model-loading regressions across different models and subsystems. I don\u2019t see any strong duplicate pairs; the only clear commonality is broad version-compatibility breakage.", + "confidence": 0.31, + "canonical_issue_reason": "#45020 is the best umbrella issue: it is broad, open, and captures the recurring theme of recent Transformers versions breaking model loading / remote-code flows.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most representative because it\u2019s the broadest report in the set and matches the shared regression theme better than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend/runtime install issues, but one is about missing TensorFlow in the backend and the other about tensorboard being installed without TF; different packaging bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the concrete problems differ: model loading with base_model_prefix vs corrupted non-persistent buffers." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both concern tokenizer/model loading failures, but the titles point to different failure modes and no shared concrete code path is evident." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are load/init-related regressions, but one is FP8 config handling and the other is an unexpected _is_hf_initialized arg during init_empty_weights." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different subsystems entirely: dequantized device_map loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning with IterableDataset and the other is rope/position-id scaling for still images." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated model-loading problems: a T5 tokenizer special-token conflict vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but the underlying bugs are different: _is_hf_initialized handling vs non-persistent buffer initialization." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and different failures: Qwen3-MoE sliding_window behavior vs strict config loading for granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special-token behavior, but one is runtime post-processor updates and the other is BOS/EOS not being added for a specific tokenizer." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Completely different model families and bugs: Video-LLaVA tower weights/temporal attention vs Qwen3.5 save_pretrained key names." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8-related loading problems, but one is FineGrainedFP8Config and the other is a missing Float8 storage object error." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: tokenizer special-token conflict vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "No concrete overlap: Qwen2.5-GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification-training regressions, but one is flash_attention_3 degenerate training and the other is num_labels=1 zero-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model-loading regressions in recent Transformers." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is finetuning with multiple images per prompt." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: Torch 2.10 compatibility vs a noisy model-loading message." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug; one is loading noise, the other is tokenizer loading failure for a specific model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different areas entirely: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable-dataset finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but the concrete bugs differ: MIMI padding mask support vs Gemma3 NaNs from sliding-window all-padding cases." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different model/runtime failures: Whisper loading vs Float8 storage resolution." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading regressions, but one is GGUF v5 loading and the other is a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "No overlap: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: ModelOutput key handling vs bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk vs ModelOutput key reassignment are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: torch.export with torch_compilable_check vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "No shared concrete code path: _is_hf_initialized flag breakage vs dtype mismatches." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision issues, but one is multi-image finetuning and the other is wrong video vision_position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related area, but not the same bug: still-image temporal position_id scaling vs video input vision_position_ids." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but the specific failures are different: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different model-specific regressions: Qwen3-MoE sliding_window vs init_empty_weights unexpected argument." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "No overlap: Qwen3 auto device mapping crash vs Mistral tokenizer patch crashing on missing backend_tokenizer." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence they share the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "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" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43792|issue:43957", + "issue:43632|issue:45563", + "issue:43317|issue:43873", + "issue:43881|issue:44991", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:44291|issue:44877", + "issue:43606|issue:43819", + "issue:43377|issue:44898", + "issue:35707|issue:41720", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:43792|issue:44683", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "342fec754bd49961bed5fab1145ed8d84801baaa5d8fba868601ef72bc5771c4", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous mix of model-specific regression reports. A few pairs share broad surface area (offloading, tied weights, loading), but none look like the same concrete bug closely enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43873 is the broadest and least model-specific report in the set; it names the core offloading/quantization symptom directly and has active references, making it the best available hub for this mostly mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative single issue for triage because it is broad, open, and framed around the underlying runtime problem rather than a narrow model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied-weights concerns, but one is a model-specific tie failure and the other is a serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model correctness issues, but they affect different models and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend installation issue versus an audio processor sampling-rate bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory/runtime trouble, but they are different models and different root causes." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different code-path regressions." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different failures: FineGrainedFP8Config support versus GGUF/tokenizer loading on v5." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to the Molmo tied-weights attribute error." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different model-loading failures with no shared code-path indicated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to the stale warning for num_return_sequences." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization broadly, but one is dequantized model loading on cpu/gpu offload and the other is a general offloading regression; not clearly the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading layers: model load failure versus tokenizer loading regression." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export failure via torch_compilable_check are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to export failures around torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch on CPU offload is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver resolution handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with cache inputs and Qwen3 device-map CUDA assertion are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output size mismatch and Qwen2.5-VL temporal rope scaling are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failure do not share a concrete code-path." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight generation bug and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example errors and Qwen2.5-VL finetuning failures are different tasks and failures." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are different regressions." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch v5 save/serialization, but one is lm_head tied-weight serialization and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tie-weight issue is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert on auto device mapping and flash-attention generation issues in Qwen3.5 are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained 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": 13, + "review_unit_index": 10, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44423", + "issue:44479", + "issue:44514", + "issue:44545", + "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" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34567|issue:40990", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "0f0ccaa5e8e19f2bc899c5dad6e345d49b18f7f08077dae38f51243b7e75ac64", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37216, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is largely heterogeneous. I accept only one soft edge: the two Qwen2_5_VLProcessor.apply_chat_template reports describe the same underlying batched-input crash with padding=False, even though their titles differ slightly in formatting. The rest look like distinct bugs, and I keep those rejections conservative.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue for the accepted duplicate pair: it describes the same batched-input apply_chat_template crash as issue:44514, with a slightly cleaner normalized title and a bit more inbound discussion signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to keep as the representative node for this duplicate pair; it is the cleaner semantically equivalent entry and slightly better connected by references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/runtime crashes, but they involve different models and different failure points." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are different symptoms and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and glm-4v loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading and Trainer resume/max_steps calculation are separate issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are distinct." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure and packed-weights loading failure are not the same code-path bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but they are different models with different preprocessing expectations." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs is unrelated to OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading for a specific model are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "One is a video-input regression across Qwen VL models; the other is a TRL SFT unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state cache bug are different." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload bug are unrelated config issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failure modes: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized-model offload loading are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "CUDA assert on auto device mapping and 3d_parallel.py not running are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue and a video-input regression across Qwen VL models are distinct." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is an auto device-mapping CUDA assert and the other is tensor-parallel not working." + }, + { + "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:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different data-processing bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related crashes, but they involve different tokenizers, tasks, and failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure and weight_only=True from_pretrained error are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "CUDA assert on device mapping and quantization offloading behavior are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py startup failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crash with Gemma4Processor and streaming chat/completions failure on Qwen3.5 are different model-specific issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss API mismatch and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; the titles differ only in formatting, not substance." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weights unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:44514 \u2194 issue:44545 is well supported, and the other rejections are conservative. However, the writeup is a bit too strong in places: the two titles are not exactly identical, only semantically the same, and the claim that this is the 'only true duplicate pair' goes beyond what the packet itself establishes. Please soften those canonicalization/uniqueness assertions." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "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:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43994|issue:44671", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:43531|issue:43645", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:40444|issue:43746" + ], + "prepared_review_unit_hash": "44ffeea966a396c6b91d11c1da6b8a2e51031f0331b28421e29232d33a44315d", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37268, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues across tokenizers, vision processors, training, and model loading. Only a small tokenizer-regex/offline subset looks like genuine duplication.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the overlap is too weak and mostly limited to a small tokenizer-regex/offline subset.", + "canonical_pr_reason": "No canonical PR candidate is present in the data.", + "best_issue_reason": "If forced to pick one representative, issue 45081 is the closest anchor for the tokenizer-regex/fix_mistral_regex subset, but it is not representative of the cluster as a whole.", + "best_pr_reason": "No PR candidate is present.", + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different bugs in different processors: void segmentation maps vs Bark voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA model bug vs tokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/wording issues, but they concern different doc sets and different changes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 config issues: tie_word_embeddings warning vs visual encoder key saving." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification configs, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem_type bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor refresh and the other is save/load token ID loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different inference bugs: image resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL failures: from_pretrained weight_only handling vs wrong vision_position_ids for video input." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training-state token counting and progressive generation are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping/cuda assert." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing vs ZeRO-3 gradient blow-up are distinct training behaviors." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same tokenizer-loading offline failure family; 44843 identifies the unguarded model_info() call in the Mistral regex patch path, which matches the offline cache symptom." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different config issues: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention tokens, but one is post-processor refresh on runtime edits and the other is a tokenizer decode/special-token registration bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions for different models and likely different root causes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor error is not the same as a model-specific tokenizer load failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings vs evaluate-after-train state handling." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model vs PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal, but one is docs/model-processor mismatch and quantization error while the other is an OmDet input-size mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are accuracy/behavior complaints, but they affect different models and different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior and Float8 storage lookup are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer issues: runtime special-token updates vs LayoutLMv2 batching/NER crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Same fix_mistral_regex / _patch_mistral_regex code path; both report tokenizer loading regressions around Mistral/Kimi regex patching." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization-related workflows, but one is a SigLIP2 doc/example problem and the other is offloading behavior under quantization." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic input_ids/inputs_embeds validation messaging is not the same as the single-label zero-loss classification bug." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window Qwen3-MoE and Jupyter custom-model initialization are different failures." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel initialization and fbank feature extraction are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading and quantized offloading are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning and GraniteSpeech checkpoint loading do not share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, with only a narrow tokenizer-regex/offline duplication subset. The two accepted soft pairs are plausibly mergeable around the same bug family, and the rejected pairs are not overstated. No PR candidate is present, so there is nothing to merge-evaluate there." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43421|issue:44811", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43550|issue:45072", + "issue:30064|issue:36010", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43650|issue:43906", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "c89fbbdc3bdf0712ac3367b68d18b1159193e6e5a3c06a032a627d04be62533a", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36739, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The soft pairs share broad themes like loading, tokenizers, or model outputs, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest open report and the best umbrella for the recurring remote_code regression theme among the items here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative issue in the set: open, broad, and aligned with several nearby remote_code-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video input processing vs Gemma3n forward variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output regressions, but for different models and different code paths; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different modality and failure mode: image preprocessor/model dtype mismatch vs audio tensor attribute collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated issues: packed-weight loading in BitNet vs DAC latent/STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "These concern unrelated subsystems: fbank feature extraction vs tokenizer mapping/model scaffolding." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both involve model configuration details, but they are different architectural mistakes in different models." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decode bug and BitNet packed-weight loading bug are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch tokenizers, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different tasks and models; no shared code-path or concrete bug indication." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention Mistral tokenizer internals, but one is offline model_info patching and the other is a backend_tokenizer AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions in different models: SDPA/torch.compile failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal problems: BLIP2 dtype persistence vs Video-LLaVA temporal attention/weight sharing." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model families and failure mechanisms: SDPA/compile issue vs config save/load token ID loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete failure modes are different and not evidently the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading/remote code, but one is missing fields in AutoConfig and the other is strict config blocking granite_speech." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "No concrete overlap beyond both being runtime errors; one is dtype handling, the other Apple Silicon warmup TypeError." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different issues: sliding_window behavior in Qwen3-MoE vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model/load-path failures: weight_only loading vs flash-attention generation behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but non-persistent buffer junk vs FSDP CPU RAM-efficient loading are distinct problems." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model outputs in v4/v5 for Pegasus vs masked LM prediction regression in CamemBERT." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related in broad theme, but not the same concrete bug: one is a specific missing helper breaking trust_remote_code, the other is a wider remote_code regression report." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different topics: pipeline translation error messaging vs a SigLIP2 AutoModel/pipeline result regression." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Distinct model and failure path; no evidence they fix the same code-path." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model loading bugs with no shared underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error message bug, the other is stale docs; related theme but not the same change." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated content; no shared bug or subsystem beyond being issue reports." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: AutoImageProcessor URL loading vs Jinja/template compilation error." + } + ] + }, + "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": 13, + "review_unit_index": 13, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:43606|issue:45072", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:44485|issue:44509", + "issue:43782|issue:45325", + "issue:34634|issue:36010", + "issue:43262|issue:43819", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43454|issue:43577", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43746|issue:44811", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43854|issue:44977", + "issue:38175|issue:44610" + ], + "prepared_review_unit_hash": "1e7b9a1457423a2c4df3638377a0df392d01e81f700a37e40dd9d9cd4297d578", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated bugs; none of the soft-edge pairs look like the same underlying issue or change, so all soft merges are rejected. The most triage-worthy issue is the open, well-specified Mistral tokenizer regression.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45081 is the strongest anchor: it is open, has clear repro/error text, and the bug is narrowly scoped to one tokenizer patch path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best standalone issue to keep as a representative example because it is specific, reproducible, and actively referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for est-roberta." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError is not the same as train-then-evaluate failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input-size mismatch and dtype mismatch in inference are different code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Segmentation map processing and CustomTrainer loss signature are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend from install extras is unrelated to Mistral regex patching." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and removed pipeline docs are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL loading error and Qwen2.5-VL RoPE position scaling are distinct issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC STE mismatch are different processor/model bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not a dtype mismatch problem." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These both mention tied-weights warnings, but the model/config circumstances differ." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Missing backend_tokenizer on Tokenizer and missing _tokenizer on Gemma4Processor are different attributes and paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash are unrelated runtime failures." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBird mask-token registration and CamemBERT masked LM predictions are different components." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated vision bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label handling and MPS attention correctness are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max-length behavior are different failures." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision tied-weight loading and Blip2 dtype propagation are separate model-loading bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset support and trainer compute_loss kwargs have no overlap." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "MDeBERTa add_special_tokens regression and Llama tokenizer pre-tokenizer override are distinct tokenizer issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate/deepspeed and multimodal token counting are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert initialization IndexError and post-train evaluate failure are not the same problem." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling and tokenizer loading for a specific RoBERTa model are different loading regressions." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation differ in model and symptom." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 zero probabilities and OmDet input resolution mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:43697|issue:45357", + "issue:42175|issue:44938", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "539a559b3dc4bec60e66ab6156045592b20918468a69e82cf25c5fb7217480a6", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issue titles span unrelated bugs in tokenizers, multimodal/video handling, loading/quantization, packaging, and trainer APIs. I don\u2019t see a single duplicate family that safely unifies these items, so all soft-edge candidates are rejected.", + "confidence": 0.28, + "canonical_issue_reason": "No clear canonical duplicate exists across the cluster because the issues cover unrelated subsystems and failure modes. If forced to pick a representative issue, issue 44479 is the broadest and most centrally described regression report, but it is not a true cluster center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single representative only because it has the broadest impact statement and a concrete regression framing across multiple Qwen video models. It is still not a good canonical for the full set, since the rest are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: float8 storage loading vs PIL backend torchvision dependency." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated topics: documentation/example errors vs MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different model-loading/Deepspeed conversion bug vs plain CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling rate handling and the other is batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs DiaConfig save/load token ID persistence." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: BitNet accelerate loading vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs quantization fallback on git-oss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers v5 breakage, but one is a GenerationMixin import error and the other is custom model initialization in notebooks." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related video area, but 43329 is an undefined-function bug in token counting while 44479 is a broader video-input regression across models." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding window vs PIL backend torchvision dependency." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading issues: Qwen3 MoE weight conversion vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is undefined helpers in token counting and the other is batched video shape output." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different API breakages: import path change vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Completely different bugs: Qwen3 MoE loading vs Smollm3 RoPE-layer count." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 inference drift vs Qwen3.5 save_pretrained key corruption." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated packaging/runtime issues: missing tensorflow backend vs Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different areas: gguf tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen-related failures: auto device mapping CUDA assert vs video input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video regressions in Qwen models, but one is a broad multi-model regression and the other is a specific vision_position_ids bug; not enough to treat as the same issue." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: DiaConfig token-ID persistence vs MXFP4 quantization loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different failures in unrelated areas: Mac bus error on CLIP model vs TrainerState token counter update." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/load bugs with no shared code-path evidence." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated issues: init_empty_weights argument handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video input, but the reported errors and model families differ; not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different categories: dequantized model offload failure vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related surface area, but the exact failures differ and there is no evidence they are the same code-path bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated: isolated reproduction of issue 38071 vs Qwen2.5-VL video position-id regression." + } + ] + }, + "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": 13, + "review_unit_index": 15, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:43526|issue:45479", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:42175|issue:44488", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43742|issue:44291", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:44062|issue:45081", + "issue:43688|issue:43749", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "013167a260c9932fe10db7a9308351e78b59431363969f35639596580fbf939b", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues. Only two soft duplicate pockets look plausible: SigLIP2 bad outputs/discrepancy reports, and Qwen2.5-VL vision position-id / rope-index bugs. The rest are clearly different bugs or features.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43493 is the clearest root-cause-style report in the strongest duplicate pocket, explicitly comparing HF vs original JAX behavior for SigLIP2.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the best overall triage target because it describes the underlying implementation mismatch directly, rather than only a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump; unrelated problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure and CLIP tokenizer max length are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification loss degeneracy." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install is unrelated to a missing model class import." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different models and failures; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs a model-loading failure for a specific model." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure are not clearly the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and symptoms; too broad to call duplicates." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError vs Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM loading are separate failures." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs Qwen3VL weight_only load error are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 base-patch16-224 output correctness regressions and likely stem from the same model implementation bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields with trust_remote_code and a dropped config field are similar only at a high level, not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key lookup failure and init_empty_weights argument mismatch are different loading failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: RoPE-layer omission vs position-id scaling." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import error and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter update and CustomTrainer loss signature breakage are distinct trainer issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Init-empty-weights error and AutoImageProcessor URL loading failure are different problems." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failing operations; no evidence of a shared root cause." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf loading breakage and a specific model load failure are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are separate concerns." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the crashes are in different scenarios and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading failure and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields and the other is a v5 import removal breakage." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template batching bug and Qwen2.5-VL vision-position-id bug are different features." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model key error and float8 storage lookup error are not the same issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision requirement regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id / RoPE-index errors in transformers 5.3.0 and likely share the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the two plausible duplicate pockets. The accepted soft pairs are justified by closely matching model/symptom titles, and the rejected pairs mostly differ by model, feature, or failure mode. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43819|issue:44811", + "issue:43720|issue:44898", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:40444|issue:44811", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:30064|issue:33666", + "issue:44464|issue:44977", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "366c895882253a6f0335f236fa9a698010028a59c61e43b3bb09a110cb247963", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37378, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a duplicate set: the soft pairs span unrelated subsystems (tokenizers, vision/video processors, training/DeepSpeed, model configs, and generation regressions). None of the candidate edges looks like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is a different config bug than granite_speech strict-config loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion vs Whisper batch_decode are unrelated code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to mdeberta-v3 BOS/EOS handling." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failures and offline model_info calls are different tokenizer/model-loading regressions." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Serialized lm_head weight inconsistency is not the same issue as tied-weights problems on translation models." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 recurrent-state reset logic." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "processor.tokenizer regression with images is unrelated to Kimi-K2.5 tokenizer codec/regression handling." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and LayoutLMv3 box-validation messaging are distinct problems." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to the isolated reproduction referenced by issue 38071." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id and AutoConfig missing fields with trust_remote_code are different config-loading bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities are a model inference issue, not the processor.tokenizer regression." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue is unrelated to MLukeTokenizer task failures." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "HF_HUB_OFFLINE model_info call in Mistral regex patch is unrelated to EMBEDDIA/est-roberta tokenizer loading." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to NoneType broadcast failures in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import absence is unrelated to tied-weight reinitialization after resizing embeddings." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MacOS bus error with a community CLIP model." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in v5.3.0 is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to the isolated reproduction of issue 38071." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different vision/model-training issues." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to the MPS attention correctness issue." + } + ] + }, + "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": 13, + "review_unit_index": 17, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43012|issue:43577", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43262|issue:45084", + "issue:32090|issue:34567", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:45200|issue:45229", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43525|issue:43572", + "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43329|issue:43606" + ], + "prepared_review_unit_hash": "a3982faf02b5512bf0b5936fc1f88c3d1d5cf78ecec081a85bfcd570f4c2c0a1", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bugs spanning training, loading, multimodal/video, config serialization, and dtype/offload behavior. The soft pairs are only superficially similar, so I would not collapse any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue stands out: the cluster does not form a single underlying bug or change, and none of the soft pairs look like the same concrete problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear global representative because the items cover many distinct code paths and model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding window behavior vs a MobileLLM loading key error; only broad loading/runtime similarity." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs Qwen3.5 num_labels propagation; distinct subsystems and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs tokenizer AttributeError in MLukeTokenizer; unrelated bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bf16 compilation, the other is dtype not propagating on Blip2 load; not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping for Qwen3 vs chunked generation inconsistency under compiled forward; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field in Beit semantic segmentation loading vs packed-weight unpacking in BitNet accelerate loading; different model/loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Completely different models and issues: Beit preset loading vs Bamba compile/SDPA behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs Qwen2-VL multi-GPU training; too broad to be the same bug." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting vs template compilation error; unrelated feature areas." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; different training issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate vs auxiliary-loss normalization error in MoE models; no shared concrete bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained-load legacy field issue vs processor output size mismatch; different models and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Generic gguf_file loading breakage vs a specific ScandiBERT load failure; too little evidence they share the same root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting issue for text-only fine-tuning vs multi-GPU inference OOM; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states bug in Qwen3.5 vs save_pretrained saving wrong visual encoder keys; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute errors, but one is pad_token_id in Qwen3-VL and the other is pad_token_idx in StableLm; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs GPTNeoX rotary_pct reload bug; both touch config semantics but are distinct." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error messaging; completely unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Mistral-3 image-preprocessor dtype mismatch; different modalities and causes." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import failure; no common concrete bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error vs AutoImageProcessor-from-URL loading issue; both are load failures but not the same one." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4 missing pad_token_id vs StableLm missing pad_token_idx; similar shape, but different model families and attributes." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization bug in MoE models vs quantization/offloading problem; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling vs DiaConfig token ID persistence; both loading-related, but different state and code paths." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig save/load token ID loss; not the same failure." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/evaluate dtype drift vs gradient explosion under ZeRO-3; different symptoms and mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers-dev load regression for Qwen3VL MoE; not clearly the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug in BitNet vs MLukeTokenizer task AttributeError; no overlap in root cause." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example issues vs SigLIP2 implementation discrepancy with JAX; one is documentation/example breakage, the other is model parity." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure vs Qwen3.5 flash-attention generation bug; different model paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure vs peft version bump to an unreleased release; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Undefined video token helper in multimodal token counting vs bark-small CPU offload device mismatch; 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": 13, + "review_unit_index": 18, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:44589|issue:45520", + "issue:43756|issue:44060", + "issue:43646|issue:44466", + "issue:43688|issue:43746", + "issue:44521|issue:45290", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "3db9abe3ceee849d8935581f74d3002afe8107a155a89ee84d98a10020b999c8", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35428, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated standalone bugs across different models, runtimes, and subsystems. I don\u2019t see a safe duplicate anchor or any PR-style merge candidate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: Qwen2-VL multi-GPU training vs a Trainer API kwarg regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is a specific model load failure and the other is an offline-mode tokenizer patch bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated symptoms: SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Completely different areas: float8 storage lookup vs flash_attn import on Python 3.13." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen-related model issues, but one is RoPE layer dropping and the other is a tied-weights warning bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different code paths: PEFT/local checkpoint loading vs serialization of tied weights depending on device." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Distinct bugs in different models: auxiliary loss normalization vs GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call messages without content." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit serve/multimodal flows, but one is a '.to' AttributeError and the other is KV-cache continuation indexing." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models and failure modes: Mac bus error on CLIP vs Qwen2-VL training issue." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention multimodal examples, but one is a docs/example mismatch and the other is a regression in processor/tokenizer behavior." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: missing Qwen2.5-VL import vs missing Float8 storage object." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 bad outputs vs a broad position-id key warning regression." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs in different models: legacy field load failure vs CPU offload device mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Separate tokenizer/config bugs with different failure points and models." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No shared root cause: model preset loading vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is TP/OOM on a large model; the other is a dependency version mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different init/config regressions: missing pad_token_idx vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated training/eval dtype change vs checkpoint resume key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue is unrelated to a release version pin problem." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device mismatch bug; the other is a stale GraniteSpeech CI test." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different attention-related bugs with different trigger conditions and APIs." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error is unrelated to the flash_attn import-key error." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal bugs: video processing ValueError vs missing mm_token_type_ids for text-only fine-tuning." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39401", + "issue:40990", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44315", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45563" + ], + "soft_pairs": [ + "issue:45072|issue:45198", + "issue:43844|issue:44964", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43873|issue:44464", + "issue:40990|issue:44625", + "issue:44792|issue:45563", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:43575|issue:44464", + "issue:37428|issue:43824", + "issue:43295|issue:43450", + "issue:43572|issue:44987", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:43824|issue:43975", + "issue:43572|issue:44589", + "issue:43278|issue:43856", + "issue:38175|issue:45412", + "issue:43295|issue:43994" + ], + "prepared_review_unit_hash": "af5d21768b7dc5b40b69e75af71b1d0fb4b06fd35d22f833e2ccf6bd970f5a39", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs (imports, configs, tokenizers, generation, processors, training/runtime issues). I don\u2019t see a single duplicate thread to consolidate, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span different code paths, models, and failure modes, so there isn\u2019t one safe representative duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: any single choice would collapse distinct bugs into one and misrepresent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different failures: dtype mismatch in inference vs save_pretrained/tokenization on Wav2Vec2." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training/ZeRO gradient behavior is unrelated to a model-loading failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/model-output bugs with no shared concrete code path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and symptoms (offset mapping vs missing BOS/EOS)." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing helper is unrelated to meta-device loading breakage." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application under model_init is unrelated to Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec handling are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a regression around processor/tokenizer access and the other is an image-size mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar symptom, but different config classes and likely different model integrations." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is token-type defaults and the other is rope index temporal scaling." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Image resolution/interpolation failure is unrelated to a memory-release problem." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency and LoRA merge collapse are different bugs in different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44625", + "accept": false, + "reason": "Perplexity regression on one model is unrelated to num_labels propagation on another." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but in different subsystems and with different failure mechanisms." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but one crashes on batched padding=False while the other produces zero assistant masks." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient behavior is unrelated to trainer.evaluate() after train()." + }, + { + "left": "issue:43575", + "right": "issue:44464", + "accept": false, + "reason": "TP OOM during model load is unrelated to chunked generation inconsistency." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules/models." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor access regression and batched video shape bug are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in one config is unrelated to a separate model-loading failure." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different audio tokenization problems with different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class and incorrect detokenization are unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Config attribute missing and Float8 storage lookup failure are different runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift between train/eval and MoE memory inefficiency are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probability inference bug is unrelated to a model memory leak." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms; processor regression does not match SigLIP2 nonsensical outputs." + } + ] + }, + "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": 13, + "review_unit_index": 20, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44855", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478" + ], + "soft_pairs": [ + "issue:44360|issue:44561", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43450|issue:43493", + "issue:44568|issue:44991", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:43450|issue:43526", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:45200|issue:45381" + ], + "prepared_review_unit_hash": "0b4561722ffb19a0c9ebe3f6d8e3bda9650770da0991d9edfb8baaee2e76a8a7", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37288, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions across different models or subsystems. The only near-duplicate pair is the Qwen3.5 MoE from_pretrained reports: same title and very similar symptom, so 45310 is the best canonical issue and 45478 looks like a likely duplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it appears to be the earlier report of the same Qwen3.5 MoE from_pretrained failure; issue:45478 has the same title and reads like a likely duplicate rather than a distinct bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it best represents the likely duplicate Qwen3.5 MoE from_pretrained reports and has the earlier timeline.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different bugs: DSA indexer activation detail versus a v5 compatibility break from removing is_torch_fx_available." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but the symptoms differ: zero probabilities versus HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline-related, but they describe different documentation issues and different behavior changes." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state behavior versus unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different areas: tokenizer special-token registration versus a GraniteSpeech CI device-override test." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus a Qwen2.5-VL import error." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor shape bug versus SigLIP2 implementation discrepancy; no shared concrete code path." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but they affect different models and different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated issues: LoRA/extended-vocab collapse versus a category-count runtime limit." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different chat-template/tool-call crash versus a Qwen2.5-VL video position-id issue." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model paths and symptoms: DAC latent mismatch versus qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json handling and is_torch_fx_available removal are different regressions." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different failures: trust_remote_code compatibility versus DeepSeek tokenizer correctness." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo versus an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default versus video batched-shape output; different subsystems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs and code paths: DAC forward mismatch versus a GraniteSpeech CI test issue." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift across versions versus qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype change during evaluate and a pipeline error-message issue are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are failures, but Flash Attention 2 tests and a Trainer broadcast type error are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained failure; 45478 looks like a likely duplicate of 45310." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper versus a Torch 2.10 compatibility issue." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example errors versus BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and subsystems: DAC latent mismatch versus unexpected position-id keys across many models." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different missing symbols." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 Deberta import parsing issue versus qwen3_omni_moe helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 versus a broad position-id key regression; not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma 4 token-type-id defaulting and Qwen2.5-VL video position ids are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the 45310/45478 relationship: the packet shows identical titles and strong similarity, which supports a likely duplicate, but not a confirmed duplicate. Please soften that language (e.g., \"likely duplicate\" / \"best canonical issue\") and avoid claiming certainty beyond the packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563" + ], + "soft_pairs": [ + "issue:43404|issue:45200", + "issue:29127|issue:32090", + "issue:43335|issue:43653", + "issue:44448|issue:44779", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:43066|issue:44462", + "issue:43873|issue:44493", + "issue:43873|issue:45229", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:45245|issue:45563", + "issue:32090|issue:33357", + "issue:43976|issue:45440", + "issue:37428|issue:44987", + "issue:45372|issue:45459" + ], + "prepared_review_unit_hash": "3cf32d8dde04e3ec2e05f226fc6c409f661619fcee9df6791cb37c21a39f459c", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38348, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; none of the soft-similarity pairs look like true duplicates or the same fix. The closest hub is issue 43335, but it is still only a local config bug among many unrelated model/tokenizer/runtime problems.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43335 is the closest thing to a hub in this set: it is a concrete, self-contained bug with multiple weak similarity links, even though the overall cluster is not a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the best representative anchor because it describes a specific code-path bug with a plausible single fix, whereas the rest of the cluster is a grab bag of unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: Mistral3 lm_head tying vs Gemma 4 multimodal token-type handling." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated error classes: layoutlmv3 box-information message vs Trainer NoneType GPU broadcast crash." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 output regressions, but on different tokenizer/model paths and different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different issues: flash-attention generation failure vs multi-GPU CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id key warnings." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-NVFP4 runtime failure is unrelated to the Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config bug and BEiT legacy-field loading bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and code paths; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the GraniteSpeech stale-test device override issue." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer creation bug vs bfloat16 dtype mismatch in inference are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior does not match the Gemma3 NaN attention/embedding failure." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug and a CI test/device-override issue are not the same change." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset handling is unrelated to BEiT fast processor label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading bug and an MPS attention correctness issue are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug; one is SwitchTransformers config creation, the other is a stale CI device-override test." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression is unrelated to token-embedding reinitialization on resize." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/device problems in different models and execution modes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is not the same as float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is a missing mistral_common import and the other is a missing _tokenizer attribute; different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation instability with flash-attention is unrelated to the stale warning about num_return_sequences." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is different from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and position-id key warnings are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization issue is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and multimodal token-count helper bugs are different problems." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as embedding reinitialization on resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms and likely different layers: auto device mapping cudaErrorAssert vs inference OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale warning emission are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast crash is unrelated to MacOS bus error on community CLIP." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility is unrelated to DeepseekV3MoE remote-vs-native divergence." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_attention_utils import and a model-loading failure for physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and tokenizer errors hidden by protobuf handling are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43504", + "issue:43526", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43257|issue:43278", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43504|issue:44857", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:29127|issue:34567", + "issue:45072|issue:45229", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:44464|issue:45491" + ], + "prepared_review_unit_hash": "3ada753b45e63b7c7fefaa5f00f41c4dabc037cc82ee0f0623c6f3b464341cbb", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "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, vision, training, quantization, import, and performance regressions. I do not see a single underlying bug or change that ties the soft-edge pairs together, so all candidate duplicate links are rejected.", + "confidence": 0.21, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is a clear, self-contained user-facing bug report with a specific model, reproducible bad output, and a concrete failure mode; it is the strongest standalone representative in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: one is pipeline top_k output shape, the other is device-dependent lm_head serialization." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: model loading for ScandiBERT vs a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model areas and symptoms; a dummy Conv2d in SAM3 pixel decoding is not the same as SigLIP2 producing nonsense outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A pixel-decoder placeholder layer and an RT-DETR memory leak are unrelated bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER padding crashes vs Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is dtype drift between train/eval, the other is a checkpointing restriction in eval mode; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability via torch_compilable_check is a different code path from Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to the Wav2Vec2 serialization/tokenization issue." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype changes in eval." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma EOS-token config mismatch and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory release behavior are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FP8 model loading and the other is saving quantized models; not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor args for LasrFeatureExtractor are unrelated to Qwen VL video input regressions." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 implementation divergence are different model-architecture issues." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "Legacy preset loading in BEiT segmentation and float16 CUDA loss crashes are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory cleanup." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing failures are different failures in different subsystems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation/example errors are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast failure in Trainer is unrelated to Adafactor + DeepSpeed OOM." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing and Gemma4 processor import errors involve different modules and causes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Gemma4 31B multi-GPU OOM." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume-from-checkpoint key mismatch are different training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT fast processor label reduction and LayoutLMv2 tokenizer crashes are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are distinct generation/attention 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": 13, + "review_unit_index": 23, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43388", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43931|issue:45216", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43575|issue:44387", + "issue:43994|issue:44206", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:29942|issue:33666", + "issue:39692|issue:45491", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "ea6bdb103755c5b90b3625240cb68040878cfa45ae9c60692bf21c64e55846d2", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span many unrelated model-, training-, processor-, and generation-specific bugs. The soft links are mostly lexical similarity rather than the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "If a single representative is needed, issue:45003 is the broadest/open-ended bug in the set, but it is still only a weak proxy because the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best available umbrella representative due to its broad modeling_utils scope, but it does not actually match most of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: missing pad_token_id on Qwen3-VL vs a sliding-window issue on Qwen3-MoE." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs a feature extractor passing an unsupported center arg." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Both mention failures, but one is a flash-attention generation regression and the other is an unrelated category-count RuntimeError." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs a CLIP bus error on macOS; different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Clarifying a LayoutLMv3 boxes error is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is distinct from ModelOutput key assignment behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Qwen3-VL weight-shape mismatch at load time." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization bug is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is not the same as LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen VL models is distinct from chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related, but one is label reduction and the other is OmDet-Turbo image size mismatch." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in modular_qwen3_5.py does not match Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to single-label classification producing zero loss." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL load-time weight mismatch is different from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 is not the same as patchtsmixer's post_init policy change." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to divergent attention kernels under torch.compile." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model load OOM with tensor parallelism is distinct from increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 inference/pipeline issue is not the same as the unsupported center arg crash in LasrFeatureExtractor." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to DeepSeekV3MoE behavioral divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in shape but not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as Gemma3 NaN embeddings from mixed-length batching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are separate model/processor bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 is not the same as recurrent states resetting in Qwen3.5 modular code." + } + ] + }, + "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": 13, + "review_unit_index": 24, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:39692|issue:44206", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:16998|issue:22355", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43316|issue:43716" + ], + "prepared_review_unit_hash": "e48eaaa041a75a58a5d50488235c6f805e4af9034ad520bbc504570dad2e851a", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous; none of the proposed soft edges look like true duplicates. The strongest standalone issue to anchor the cluster is #43749, but it does not match the others closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must represent the set, #43749 is the most central by discussion/inbound refs and describes a concrete loader bug; the rest are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the most actionable and highest-signal issue here, but it is only a representative, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are load-time regressions, but they hit different model paths and failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Checkpointing-in-eval and quantized offloading are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift vs docs still using pipeline() are different issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed Adafactor OOM is unrelated to embedding reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading regression are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video regression do not share a code path." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different missing imports from different APIs/packages." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading and tokenizer loading are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading and Qwen3-VL shape mismatch are separate loader bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code field loss is not the same as rotary_pct reset on reload." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44206", + "accept": false, + "reason": "Docs example errors are not the same as a center-arg crash in feature extraction." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading and unrecognized model config are different problems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in training versus a Trainer signature mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode checkpointing and MoE memory inefficiency are separate issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression and GenerationMixin import breakage are different." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 script parsing bug and ZeRO-3 deque error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe differs from batched chat-template padding crash." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as granite_speech strict-config loading." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus test failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Label truncation in gather_for_metrics is different from aux-loss normalization." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow backend and config API discrepancy are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question and missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head tying bug and FlashAttention failure are different Mistral-3 issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape change is unrelated to missing PyTorch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Image-processor lookup in video classification is unrelated to missing fpn embeddings." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral3 dtype mismatch are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43906|issue:45290", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "issue:43931|issue:44060", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44464|issue:45563", + "issue:44479|issue:44734", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "cc4c1bd2113bad04c3324d0d70cec78dcdb18f8bdd11b6f2f37d400b65f5e0e3", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35701, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed set of unrelated bugs and regressions across loading, generation, multimodal chat/template handling, quantization/offload, and model-specific config issues. The soft edges mostly connect superficially similar reports, but they do not appear to be the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is a clear, active, well-scoped bug report with multiple references and a concrete multimodal failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is one of the strongest triage candidates here: specific repro, active discussion, and an actionable code-path bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: processor/tokenizer API regression versus a pipeline error-message/docs issue." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different models and mechanisms: LoRA merge/tied embeddings collapse versus Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and code paths: CLIP hidden_states regression versus Qwen VL video-input regression." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba versus resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving, but one is KV-cache indexing and the other is a missing processor attribute; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage is not the same as an unrecognized config/model_type error." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Insufficient evidence of same root cause; one is an isolated repro of another issue, the other is a specific chat-template crash." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to a key error on a different model." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and load-balancing loss omission are different subsystems and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py startup failure is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight shape mismatch on load is different from a tied-weights warning bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal regressions, but assistant masks in chat template and vision_position_ids in video input are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "TP OOM and quantization/offloading behavior are not the same underlying issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation inconsistency and a stale warning are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Stale docs/error-message references to pipeline are not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to the category-count limit error." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a missing TensorFlow backend when only tensorboard is installed." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "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:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45446" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:43388|issue:43582", + "issue:43650|issue:44220", + "issue:45127|issue:45357", + "issue:43761|issue:44743", + "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:44355|issue:44855", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44496|issue:45372", + "issue:43295|issue:45276", + "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:43404|issue:45216", + "issue:43116|issue:44190", + "issue:39692|issue:44190", + "issue:43644|issue:44871", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:36246|issue:38617", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:42175|issue:44279" + ], + "prepared_review_unit_hash": "708a6ec2d626ff58f00e173d2efbec7f96e8083997460b229c118f366e0d968c", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers bugs and regressions. Despite some superficial overlap around imports, configs, multimodal models, and flex_attention, none of the soft pairs look like the same underlying issue, so I would not merge any of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:41628 is the cleanest representative of the set: a clear, user-facing core API import regression with a concise title and broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the strongest standalone issue here because it is specific, high-signal, and broadly relevant to import breakage in the library.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: local dataset loading in an example script vs loading a specific multimodal model; no shared code path." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric label dropping vs Apple Silicon allocator TypeError are unrelated bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/low-content issue vs an audio feature extraction bug; no common underlying defect." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied-weights collapse vs incorrect visual encoder keys on save_pretrained are different serialization/model-editing problems." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVision hidden_states regression vs recurrent state reset in Qwen3.5 modular code; different model paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload defaulting bug are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Config validation around post_init vs ModelOutput key assignment behavior; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files vs DebertaV2 import parsing on Python 3.13 are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python-version incompatibility vs a specific torch.jit/comment parsing error in one model." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Unrecognized model/config issue vs Gemma 4 processor import failure; different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression vs Gemma4 embedding resize behavior; both multimodal-adjacent but not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to the image-classification local dataset loading problem." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs DebertaV2 import syntax/parsing bug; no overlap." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "LM head weight tying in Mistral3 vs incorrect Qwen3.5 save_pretrained keys are separate weight-serialization issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty results vs local dataset loading in another example script are different example-script bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors vs image-classification no-trainer dataset loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44871", + "accept": false, + "reason": "Buffer initialization bug vs eos_token_id mismatch on Gemma-3 are separate config/model-state issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs notebook syntax error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config problems for different models/fields; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs serve KV-cache tensor indexing are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule export and the other is a missing top-level symbol; different API breakages." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d are unrelated model-behavior issues." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Device-dependent lm_head serialization vs GPTNeoX rotary_pct reload defaulting are different config/serialization bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; same symptom, not same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import vs unsafe sys.modules access may be related in theme, but the concrete problems are not the same." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 vs an incorrect version check for AuxRequest import are different flex_attention bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow missing from a [torch] install is not the same as a general dependency issue." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access may touch import machinery, but they are not the same concrete 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": 13, + "review_unit_index": 27, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43643", + "issue:43650", + "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:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45563" + ], + "soft_pairs": [ + "issue:44112|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496", + "issue:45561|issue:45563", + "issue:43299|issue:45216", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44112|issue:44964", + "issue:44871|issue:45245", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:41950|issue:43650", + "issue:44496|issue:44877", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "d2831091fceab457522878ab18643d7f28cb77089cda4264f6e33018a9f271ff", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36379, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by loosely related Transformers regressions around model loading, config handling, tokenizers, and multimodal processing. The soft pairs mostly share broad subsystem keywords but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44964 is an open, concrete latest-transformers model-loading regression and is representative of the cluster\u2019s main theme better than the narrower or more one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44964 is the best anchor issue because it is current, user-facing, and specific enough to represent the broader family of load/config regressions in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "Both are test failures, but they concern different models and different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an embedding resize bug in t5gemma. Different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized-model/config.json issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate warning are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3VL, but one is model loading and the other is incorrect save_pretrained output." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-related, but one is saving dequantized weights and the other is FlashAttention loading failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus AddedToken argument collision; no shared underlying bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device override failure and Phi-4 multimodal loading are distinct regressions." + }, + { + "left": "issue:44871", + "right": "issue:45245", + "accept": false, + "reason": "EOS token config mismatch and category-count limits are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading issues, but for different models and different root causes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version-related breakage, but one is Python support and the other is a specific model load failure." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config error versus PIL image processor torchvision dependency bug; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and pipeline docs drift are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import failure and image_utils import failure are separate missing-symbol issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version incompatibility and a generic dependency issue are not duplicates." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but they affect different artifacts: loading versus saved visual encoder keys." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning are different concerns." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation and Qwen2.5-VL rope indexing are separate multimodal bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs/behavior mismatch for return_all_scores is unrelated to config recognition failures." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma 4 token_type_id defaults are different training-path problems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support and an unreleased PEFT minimum version bump are different release issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import and broad import errors after upgrade are too different to treat as the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are distinct config bugs." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A video-classification processor lookup bug and a spammy placeholder issue have no meaningful overlap." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing model_type and the other is strict granite_speech config validation." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading 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": 13, + "review_unit_index": 28, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43550", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:43550|issue:44964", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:44462|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:44016|issue:44291", + "issue:44466|issue:45276", + "issue:43262|issue:44521", + "issue:43450|issue:44279", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "827bf85dbfc7a1bd073dff97f22b153bae68e446aafd755717283fb19c28f808", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer, processor, model-loading, quantization, docs, dependency, and attention-backend regressions across different models. None of the proposed soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are about different code paths and different models/features, so treating any one as the duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No safe global best issue: the cluster does not converge on one underlying defect or fix, so there is no representative issue to anchor deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code loading regression. Different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained writing the wrong tokenizer_class and the other is AutoTokenizer ignoring tokenizer.json. Different paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are model-specific loading failures for different architectures and likely different causes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is unrelated to Deepseek tokenization output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated model/runtime issues." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a loading/selection bug, while Deepseek incorrect results are a tokenization behavior regression." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is SigLIP2 example errors and the other is a pipeline doc mismatch; not the same issue." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Random placeholder text is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization is not the same as resize_token_embeddings not updating Gemma4 embedding/output fields." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and multimodal assistant mask generation are different bugs in different template code." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape handling is unrelated to a dependency/version problem." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 breakage are separate model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are distinct attention-backend issues." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder's dummy Conv2d and Perceiver non-default-resolution failures are unrelated vision-model bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are different quantization lifecycle problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files on processor.save_pretrained is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer-version behavior change is unrelated to the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files has no overlap with the Chinese report about data filtering slowdown." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are dependency/backend errors, but one is sentence-transformers importing nn and the other is missing TensorFlow backend installation; different causes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression is unrelated to Deepseek tokenizer behavior." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states handling are different forward-path regressions." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to tensorboard/TensorFlow backend installation." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A documentation mismatch about return_all_scores is not the same as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Python version support in 5.1.0 are separate packaging 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": 13, + "review_unit_index": 29, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43450", + "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:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45276", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561" + ], + "soft_pairs": [ + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:43994|issue:45276", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44246|issue:44871", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "30c9919fb8776d137f31ee767ac4507a8647e05a7405c3aee19c89006ba130a0", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35218, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly over-linked by superficial similarity (mostly import/version/model-loading regressions). I don\u2019t see any soft pair that clearly shares the same underlying bug or change, so I would not merge any of the candidates as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43824 is the strongest representative: it\u2019s a concrete, user-facing import failure, has the highest discussion/inbound activity among the import-error subset, and is specific enough to anchor the cluster better than the more generic or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, well-scoped, and clearly a real regression/import breakage with strong activity signals; the other items are either unrelated, narrower, or more ambiguous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: a SAM 3 video model attribute error vs a notebook syntax error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5 VL symbol and the other is a Python-version compatibility report; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is a generic FA2 topic, not the same concrete issue." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Custom processor/tokenizer regression vs SAM 3 video OOM; unrelated failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shapes vs CUDA memory exhaustion; different root causes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and different load failures; no shared code-path bug is evident." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs slow import performance; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import vs Python compatibility breakage; too broad and not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma-4 Zero3 from_pretrained issue; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version changes, but one is LoRA reuse across versions and the other is model loading for Qwen3VL MoE; not clearly the same defect." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline looking for image processors vs a feature-extraction bug; different subsystems and symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output issue vs wrong docstring for position_ids; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance vs unrecognized model/config; different failures." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json being ignored vs Kimi-K2.5 tokenizer regression; both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-registration edge case in tokenizer mapping vs tensorboard/TensorFlow backend issue; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs pytest-xdist race on captured_info.txt; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45276", + "accept": false, + "reason": "Siglip2 inference mismatch vs Gemma-4 embedding resize inconsistency; different models and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug vs sys.modules access bug; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; same model family but not the same concrete issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols; no shared bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from different transformer components; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache regression vs removal of is_torch_fx_available breaking trust_remote_code; distinct regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output bug vs GLM-5 RoPE discussion; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting issue; unrelated model families and failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import vs Gemma-3 eos_token_id mismatch; different bug classes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logits load balancing loss issue vs LwDetrImageLoss AMP crash; 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": 13, + "review_unit_index": 30, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44869", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45459", + "issue:45563" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:41628|issue:41950", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:43295|issue:45292", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44933|issue:45459", + "issue:43441|issue:43606", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "f0b2f11d85ab19d23cab8ac13ec97c071118afdf6ed9a4a4688724bdc9b4a25d", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly heterogeneous transformer regressions and model-specific bugs; the soft pairs are mostly broad lexical matches, not the same concrete issue. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the cleanest representative anchor: it describes a concrete, broadly applicable `resize_token_embeddings` bug and is open with inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Among this mixed set, issue:45292 is the most reusable canonical bucket for related embedding-resize failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both mention tokenizer/embedding regressions in v5, but they are different bugs: Deepseek decoding wrong results vs `resize_token_embeddings` not updating outputs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms and code paths: a `position_ids` buffer read error vs a generic slowdown after upgrading Transformers." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config-loading strictness, but they are model-specific and describe different failures: blocked loading vs a silently dropped field." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated model failures: FlashAttention on Ministral-3 vs video-input validation in Qwen3OmniMoe." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "One is a tokenizer decoder-type warning in v5; the other is a Deepseek tokenizer correctness regression. Same broad area, different bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures: missing Qwen2.5 VL image processor import vs a DeepSpeed ZeRO3/BertModel indexing crash." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch loading behavior, but one is a model-loading failure on `physical-intelligence/fast`; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to `mm_token_type_ids` being required for text-only fine-tuning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to unsafe `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Generic `AutoImageProcessor` import failure is not the same bug as the video-classification pipeline selecting image processors." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque pop error are different loading/runtime issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a model-type mismatch warning; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Both mention embedding/tokenizer interfaces, but one is a processor.tokenizer regression and the other is output embeddings not resizing." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI output from loading_report are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue and unsafe `sys.modules` access are different loading failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to occasional slow `import transformers` behavior." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are warnings in model config/model classes, but one is a tied-weights bug and the other is `patchtsmixer` post_init allowance." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3/Qwen3OmniMoe failures with no shared concrete code path." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/embedding weights, but one is inconsistent serialization by device and the other is resize propagation to decoder embeddings." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are separate tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about `tie_word_embeddings=False` is not the same as a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie-weights warning and a stale `num_return_sequences` warning in paged generate are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from `image_utils` is unrelated to tokenizer errors hidden by protobuf import handling." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "Different device/model issues: FlashAttention on Ministral-3 vs CPU offload device mismatch for bark-small." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but one is missing cache in chunked prefill and the other is wrong indexing in `transformers serve` KV continuation." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer codec regression are distinct decoder/tokenizer bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model loading/config mismatch for Qwen3-VL-30B-A3B-Instruct is unrelated to a tied-weights warning on Qwen3.5 fine-tuning." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "GenerationMixin kwargs handling after sync_gpus and missing cache during chunked prefill are different generation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43381", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45292", + "issue:45310", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43381|issue:45292", + "issue:43646|issue:44162", + "issue:43381|issue:45335", + "issue:28282|issue:30990", + "issue:42673|issue:43704", + "issue:44361|issue:44749", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:42222|issue:45200", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45362|issue:45375", + "issue:42831|issue:44222", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:43504|issue:45561", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "ed0b7c39d1a0740677accc1333c74cf64036aaf96e425bded929afa9e734db99", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers v5 regressions, model-specific load/config failures, and a few import/error reports. Only one soft edge looks like a true duplicate pair; most others share a broad subsystem but not the same underlying bug. The best representative issue is the Qwen3.5 MoE from_pretrained regression, which has a clear duplicate counterpart and a concrete failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45310 is the cleanest concrete duplicate-ready report here: it describes a specific Qwen3.5 MoE from_pretrained failure, and it has an exact duplicate counterpart (issue:45478).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue because it is specific, recurring, and clearly actionable, unlike the many broader or model-agnostic regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: tokenizer_class metadata mismatch vs processor.save_pretrained missing files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Both are version-related regressions, but one is a generation cache bug and the other is a broad import-error report." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated code paths: gradient-checkpointing eval-mode behavior vs resize_token_embeddings/output_embeddings sync." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both involve model compatibility, but one is trust_remote_code missing fields and the other is an ESM2 breakage." + }, + { + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs despite both touching training/model internals; no shared underlying failure." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue: the Qwen3ForCausalLM VRAM leak under multiple dataloader threads is described identically." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and performance slowdown are unrelated failures." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Chinese filtering slowdown is unrelated to the Qwen3.5 MoE from_pretrained crash." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report is too vague and does not identify the same Gemma 4 zero3 loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision/video model issues, but they affect different models and different fields/paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video output attribute error is unrelated to trust_remote_code missing fields." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and GGUF loading failure are distinct quantization-related bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the filtering slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings behavior has nothing to do with InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field in vision config and the other is a generic from_pretrained error; not enough evidence of the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE load failure and Qwen3_5MoeVisionConfig missing field are related at most by model family, not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issues and pipeline-parallel output errors are different execution paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 output attribute issue is unrelated to tokenizer mapping handling." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5-related reports, but one is a chat crash and the other is a missing vision config field." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error is unrelated to Gemma 4 zero3 loading." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs/sync_gpus behavior and torch.compile attention-kernel divergence are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for moe models is unrelated to the Qwen3.5 MoE from_pretrained crash." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import HybridCache are separate import regressions." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field BEiT loading failure and pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and captured_info.txt race are completely different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are clearly the same Qwen3.5 MoE from_pretrained bug by title, and the rest of the soft-edge calls stay conservative by treating only clearly identical or obviously unrelated cases as duplicates/non-duplicates. I don\u2019t see evidence of overstating any pairings." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44448", + "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:45276", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:43526|issue:45561", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:43479|issue:44079", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:45137|issue:45276", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:44442|issue:45459" + ], + "prepared_review_unit_hash": "a37c040804e12a57a8472ae7544a5670dbfff9581eab60a351a91e8783fa33af", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are superficially similar (tokenizer/load/save/import regressions) but point to different concrete failures. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue; the set is too mixed, with only a loose tokenizer-regression subgroup and many unrelated model/load/save bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the broadest representative of the tokenizer-regression subgroup (v5 behavior change) and has the most general framing, though it still does not cover the unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different subsystems: BeitImageProcessorFast label reduction vs pytest-xdist race in testing utils." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve saving/loading, but one is quantized model saving and the other is extra_state handling; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Both touch generation, but the failures are unrelated: KV-arg sync handling vs janus image-generation test." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but different concrete issues and versions: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated bugs: MIMI padding-mask divergence vs MoE load-balancing loss omission." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to token-embedding resizing reinit in post_init." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both are generation-related, but one is missing cache in chunked_prefill and the other is torch.compile branching divergence." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and paths: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None-handling, but one is multimodal config defaults and the other is ModelOutput key assignment." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but different behaviors and code paths: clean_up_tokenization_spaces vs add_special_tokens BOS/EOS." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated: multimodal config initialization vs Whisper word-timestamp decoding crash." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failure classes: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version support issue is unrelated to a missing import from image_utils." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra/backend selection is unrelated to the image_utils import regression." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import-time breakages, but one is sentence-transformers nn import and the other is a missing Qwen2.5 VL class." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation crash in serve is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different root causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and BOS/EOS insertion regression are different bugs." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque issue is unrelated to Gemma4 resize_token_embeddings not updating tied embeddings." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected tokenizer and failure mode differ." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "Optional post_init gating for patchtsmixer is unrelated to missing load-balancing loss." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 output regressions, but one is token cleanup behavior and the other is Pegasus generation output drift." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to protobuf error masking in tokenizer loading." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE model saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions, but one is tokenizer cleanup behavior and the other is processor.tokenizer/image-passing API breakage." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and protobuf error masking are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:41628|issue:42757", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "527d30c6554f79f3217c7169276e403e739aaf24e0327c35ad910903bc9aa380", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38062, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated regressions, import errors, or save/load edge cases. No soft-edge pair looks like a true duplicate bug/change, so I rejected them all. The best representative issue is the broad tokenizer-loading regression in v5.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43723 is the broadest and most central user-facing regression here, covering tokenizer loading failures in v5 and overlapping thematically with several other tokenizer/import issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest umbrella representative for the cluster\u2019s recurring loading/import regressions, even though the cluster is not actually a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different bugs: multimodal config defaults vs non-persistent buffer corruption." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE model saving and the other is processor file omission." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor save files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument crash and auto-docstring annotation crash are unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures: missing transformers.onnx module vs missing PyTorch dependency." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save mismatch is not the same bug as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor serve crash are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; same broad symptom only." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8/MoE save failure is unrelated to the max_shard_size question." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA indexer wording, but the concrete bug differs: torch.split return handling vs missing ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation issue are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat-template batching crash and annotation-introspection crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different models and different reload paths." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "General tokenizer loading regression vs eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and RoPE implementation bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to old remote-code checkpoint meta initialization." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic load regression and the other is a model-specific generation failure." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer load regression is not the same as FastSpeech2ConformerTokenizer failing to load." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang and zero-probability model outputs are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression does not match the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are different missing exports from different modules." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3-VL-Moe bug are not the same failure." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes and multimodal assistant mask generation are different regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella of import errors; it does not specifically match the is_offline_mode import failure." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime DSA indexer bug vs docstring issue are not duplicates." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and cached_file kwarg forwarding are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenization-related regressions in different APIs and model families." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing cached_file kwargs and assistant-message tool-call crash are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings behavior and DSA indexer split-return bug 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": 13, + "review_unit_index": 34, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:42907|issue:44945", + "issue:43232|issue:45245", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:29127|issue:30990", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:45216|issue:45478", + "issue:43278|issue:44945", + "issue:43824|issue:44351", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:42222|issue:43441", + "issue:43784|issue:45446" + ], + "prepared_review_unit_hash": "6ce6f2e3dee04eddceab18ef3f196974be06837373fb1f6f3c6a4e90279fb846", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36805, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items cover unrelated tokenizer, import, model-loading, training, saving, and documentation/configuration bugs. None of the soft-edge pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here; the reports span unrelated problems across different models and code paths, so picking one would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no coherent duplicate cluster to anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: saving dequantized Ministral/Devstral models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "One is a generation sync/cache bug; the other is a categorical-cardinality runtime limit error." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but the concrete bugs differ: sync_gpus handling vs recurrent-state reset with cache." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version/package compatibility issue vs incorrect output from pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping regression and failure to load a specific model are different issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Configuration/model-type warning vs missing attribute on a SAM 3 video output object." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad set of post-upgrade import errors are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-handling error message vs Sentence Transformers loading hang." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping bug and multimodal assistant_mask generation bug are distinct." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "LayerNorm epsilon precision bug vs wrong docstring are not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior warning/update and FineGrainedFP8 accuracy regression are different topics." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe model issue and position_ids buffer error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example failure do not share a concrete code path." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file.from_pretrained breakage are different loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and FP8 save_pretrained on moe models are separate bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and kwargs not passed in AutoProcessor.from_pretrained are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions, but there is no evidence they are the same tokenizer or same root cause." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; not enough to treat as the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate and incorrect output under pipeline parallelism are different failures." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two different import errors for different symbols; same broad symptom, different root causes." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention saving models, but one is dequantized Ministral/Devstral and the other is FP8 MoE; too different to merge." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken vitpose module path and a FlashAttention failure for Ministral-3 are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and position_ids buffer access error are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Missing num_labels propagation and flash_attention_3 training collapse are not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both are save_pretrained-related, but the model families and failure modes differ." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related family, but the specific regression surfaces in save_pretrained vs from_pretrained and lacks evidence of a single shared root cause." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch and pipeline-parallel output corruption are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Import failures for different missing symbols are not duplicate bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different names and likely different dependency-version breakages." + } + ] + }, + "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": 13, + "review_unit_index": 35, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44291", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:43550|issue:43784", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:33453|issue:39401", + "issue:45083|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "b38649e4264a32859808178f7d75579815d7991551228dec5110f202b1283c0d", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35530, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers issues, with one plausible duplicate family around v5 import regressions. The only soft edge I\u2019d accept is the specific `layer_type_validation` import failure against the broader \u201cmany import errors after update to 5.5.0\u201d report.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the only clear duplicate family here: post-upgrade v5 import failures. It can act as the umbrella for the specific import-name regression in issue:38617.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits the cluster because it captures a wider regression category rather than a single symptom, making it the most useful canonical issue if these are triaged together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: VRAM leak in Qwen3ForCausalLM versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Unrelated code paths: optimizer-state corruption under FSDP/PEFT versus GenerationMixin cache behavior in chunked prefill." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared bug: ONNX import failure versus a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "Different failure modes and subsystems: torch.compile/SDPA on Bamba versus a sentence-transformers import NameError." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "Both point to the same v5 import-regression family; 45278 is the umbrella report and 38617 is a specific missing-symbol import failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation error is distinct from a RoPE implementation discussion." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different components and symptoms: classification example output bug versus SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior guidance and GLM46V image-processor attribute error are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments not being used is not the same as evaluate() failing after train()." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to a pipeline() error-message regression." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but different concrete failures: Qwen3-VL-Moe bug versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility complaint is not the same as a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity and a stale warning for num_return_sequences are separate issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different output defects." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape mismatch on load is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping bug are too different to treat as duplicates." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function behavior issue is unrelated to a PyTorch version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 config validation and Qwen3.5 flash-attention generation problems are different failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and an xdist race on captured_info.txt are separate defects, not the same root cause." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention version-check error are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak under dataloader threads is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type checking are different compatibility regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and flex_attention version checking are unrelated dependency issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash Attention 3 training degeneration is not the same as a save_pretrained checkpoint regression." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about shard size defaults is not the same as a Qwen3.5 MoE loading error." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime post-processor updates are different tokenizer behaviors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and likely different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it correctly treats the set as mostly unrelated issues and identifies 45278 as the broad umbrella for the import-regression family. The only accepted soft edge, 38617 vs 45278, is conservative and supported by the titles. No obvious evidence overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:42222|issue:45459", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:45003|issue:45341", + "issue:43931|issue:44410", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43408|issue:44368", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "7df1b98165842a7eff8094d802bf22dc677647190889d212de32c38596b81195", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38020, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers regressions and model-specific bugs. The only plausible umbrella theme is v5/v5.4/v5.5 import/API breakage, so the broadest issue is the best canonical issue candidate. None of the soft pairs look like the same concrete bug/change closely enough to merge.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the set: it describes many import errors after upgrading to v5.5.0, which fits the shared version-regression/import-failure theme better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general and reusable tracking item for the import-regression subset; the rest are mostly specific model/back-end bugs or unrelated API issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mapping-null bug and the other is a Mistral regex patch crash; different code paths and fixes." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3 CausalLM vs Apple Silicon TypeError in allocator warmup are unrelated failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families and different symptoms: missing projections vs from_pretrained load error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a MobileLLM key error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in model use across threads is not the same as Blip2 dtype propagation staying float32." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend are different subsystems and failure modes." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to the MLA rms_norm_eps precision/config issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation-config validation and an unrecognized model config are separate loading/validation problems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a generic request acceptance issue and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for layer_type_validation is unrelated to an audio feature extraction bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and VitPose model breakage are not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution problem and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression umbrella, but this specific missing image_utils import is not clearly the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer/v5-related, but one is a decoder-type mismatch and the other is a tokenization behavior change; not clearly the same fix." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading failures with different root causes." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer error handling with missing protobuf are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to the MLA rms_norm_eps issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures, but on different models and code paths; not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/video-model import behavior is unrelated to max_shard_size in save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a sam3 model-type warning do not share a root cause." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value problem and a GLM-5 RoPE implementation issue are distinct." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Cannot import AutoImageProcessor and PreTrainedConfig type-checking breakage are different version regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a transformers>=5.1.0 load failure are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are unrelated regressions." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe v5 bug are model-specific and distinct." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3 is unrelated to tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but one is an image-processor API omission and the other is a tensor-splitting issue; 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": 13, + "review_unit_index": 37, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479" + ], + "soft_pairs": [ + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43986|issue:45290", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:38617|issue:43097", + "issue:43097|issue:43901", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43525|issue:44117", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380" + ], + "prepared_review_unit_hash": "7d948642efe4f0fe1e85a2de1fa96f9a8ae3cb9fdf7fe65f3e828faf95d09cce", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37834, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: the soft pairs are mostly superficially similar (imports, tokenizer/model bugs, training issues, warnings) but do not describe the same underlying defect. I would not merge any of the proposed soft edges, and there is no clear single canonical issue for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different problems: flash-attention-3 training degeneration vs a category-cardinality runtime limit." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import failures, but one is about missing torchvision for video models and the other is a mistral_common import breakage for Gemma 4 processing." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.9+ support vs PretrainedConfig type checking in v5.4.0." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack issues: FSDP2/PEFT optimizer state corruption vs Liger kernel not applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they target different symbols from different modules and have no shared code path." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm precision/config bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family model config issues affecting different fields and components." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error and tokenizer-mapping None handling are distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen, but they concern different model variants and different missing model pieces." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring future-annotations crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they involve different missing APIs and different subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making network calls is unrelated to a missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config field warning is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different processor failures: missing torchvision vs batched chat template handling with tool-call messages." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading failure and save_pretrained sharding default are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same bug as an isolated reproduction of another issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and pipeline save_pretrained failure are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for a utility symbol and a removed config option are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Tie-embeddings removal and outdated docs about return_all_scores are different changes." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a bfloat16 warning during compile vs a Bamba SDPA torch.compile bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "They are both warnings, but about different config fields and unrelated code paths." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to Bamba SDPA/torch.compile issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects both involve save_pretrained, but they are different object types and failures." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to degenerate zero loss in single-label classification." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to the Python-version compatibility issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling are different bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection and Qwen2_5_VLProcessor batching are different layers and different failures." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment is not the same as GPT2 attention scaling being ignored." + } + ] + }, + "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": 13, + "review_unit_index": 38, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44220|issue:44655", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:44188|issue:44380", + "issue:36010|issue:42757", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064" + ], + "prepared_review_unit_hash": "23dafea54c6bbd124c865298d715dcfe360d3536894086cf15600ad4ec0bf84a", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many look like unrelated v5 regressions, import/export issues, model-specific loading bugs, or documentation/performance complaints. I only see one plausible duplicate/soft-edge match around slow `import transformers` behavior.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for the import-regression theme (\u201cmany import errors after update to 5.5.0\u201d) and is the most useful representative issue among these mostly mixed reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most central and actionable issue for triage: it is open, broad, and covers a recurring upgrade/import failure pattern that overlaps several other reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they hit different outputs (`attentions` vs `hidden_states`) and likely different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error vs Apple Silicon allocator TypeError; unrelated subsystems." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning is not the same bug as a compiled flex_attention failure." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is API request acceptance at `/v1/chat/completions`; the other is chat-template tokenization crashing on tool-call messages." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Model loading regression vs fp8 inference support request; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completion request rejection and Qwen2.5-VL video position-id mismatch are different failures." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different load failures: Qwen3-VL-Moe model loading vs sorted-state-dict loading error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from `configuration_utils` vs unexpected network requests under `local_files_only=True`; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different RoPE-related problems; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning `return_all_scores` vs inability to save Pipeline objects; different issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline serialization; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config vs missing `fpn_position_embeddings` on SAM 3 output; unrelated attribute bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A load-time state_dict ordering error and a save_pretrained regression for Qwen3.5 are different problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support gating vs invalid GenerationConfig validation; different failure points." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type issue vs Qwen2.5-VL video vision-position-id bug; not the same underlying defect." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug vs Pipeline save_pretrained failure; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post-init validation and GPT2 attention scaling under SDPA/FlashAttention are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config missing field vs PatchTSMixer post_init policy; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementations and different problems (`torch.split` indexing vs DeepSeekV3 divergence)." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but for different versions and different breakages." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Compile-time attention-kernel divergence is not the same issue as GPT2 attention scaling being ignored." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and different causes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute error vs MoE load-balancing loss logic; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 weight-loading omission vs Qwen3.5 MoE from_pretrained error; different loading bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update should be `no_grad` is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Missing config field vs unsupported Flash Attention 2 for Nemotron; different issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe slow `import transformers`; 41669 points to the root cause (`import *` in model imports) and 44246 reports the same symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading error vs missing `deepstack_visual_indexes` in Qwen3.5 vision config; different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A config attribute error and a distributed optimizer-state bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The cluster is indeed heterogeneous, and the only soft-edge acceptance (41669 \u2194 44246) is plausible from the titles alone without overcommitting beyond the evidence. The other pairwise rejections also read as cautious and well-supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "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:28282|issue:33453", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:43502|issue:44062", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:42890|issue:44373", + "issue:43502|issue:44222", + "issue:43299|issue:44556" + ], + "prepared_review_unit_hash": "e18562543ce73575023181352eca3180288cc120e48465d0afdcbbb376d621eb", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37636, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issues; the soft pairs are mostly same-subsystem at best, not true duplicates. I did not find any pair that clearly shares the same concrete bug/change, so all soft edges are rejected. The most representative issue is the broad checkpoint reload regression after upgrading to v5.x.", + "confidence": 0.48, + "canonical_issue_reason": "issue:44556 is the broadest, most central loading-regression report in the set: checkpoints trained on v4.57 fail to reload in v5.2/v5.3. It generalizes better than model-specific, tokenizer-specific, or test/doc-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 best captures the cluster\u2019s main recurring theme of v5 loading regressions without being overly narrow to one model or API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-flakiness reports, but they involve different failures and files; no shared underlying bug is evident." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different loading failures; too vague to be the same code-path bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python 3.14 load failure, the other is a PretrainedConfig type-checking regression; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern loading/saving keys, but they affect different model families and different directions of the flow." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Completely unrelated: no-grad decoration on cache updates vs Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Generic load failure vs a Qwen2.5-VL video position_ids bug; different problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Both mention implementation divergence, but for different models and different behaviors; not a duplicate." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-output field issue vs an optional post_init constraint." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallelism is the only overlap; one is a general training bug, the other is a specific OOM on loading a Qwen model." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load error from sorted state_dict is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model areas and different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different runtime paths; flash-attention generation bug is not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness vs a specific multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues with different symptoms and files." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "No concrete overlap beyond both being optimizer/model-related bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer-loading and the other is checkpoint reload after version upgrade; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different test problems; one is seed-related, the other is a separate testing_utils bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated API-request behavior vs AddedToken argument handling." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory regression under int4 quantization is a different failure mode from checkpoint reload incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: FP8 save_pretrained vs missing tensor-parallel plan." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No meaningful overlap: cache/layer update decoration vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-path bugs with no shared concrete code-path shown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel-plan metadata and the other is a generic from_pretrained failure; too broad to merge." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE vision-related, but one is TP metadata and the other is a missing config field." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Running compiled files vs slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformer loading hang vs docstring confusion; no shared bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to RoPE implementation discussion." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Optimizer argument usage bug vs eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and different model behaviors." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "CI/test flakiness vs a docstring correction; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different features and failure modes; no common underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading problems, but one is model-specific and the other is a general checkpoint reload regression." + } + ] + }, + "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": 13, + "review_unit_index": 40, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:36296|issue:43526", + "issue:36296|issue:43012", + "issue:44273|issue:45003", + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273" + ], + "prepared_review_unit_hash": "bf848d6c42b5257b86bbd5b4886101ff84e9cab628094d63fbcb71d31c809f64", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose lexical similarity around Transformers v5/import/loading/cache issues, not true duplicates. I wouldn\u2019t merge any soft-edge pairs; they span different code paths, models, and failure modes. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole cluster. If one must be chosen, issue 41669 is the broadest/system-level representative because it concerns package import behavior that can affect many downstream reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best representative only in a broad triage sense: it is the most systemic and central to the import/export side of the cluster, though the cluster is too heterogeneous to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: local_files_only/network access bug vs an unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failures: compiled Python file errors vs saving Pipeline objects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: compiled-file runtime errors vs PretrainedConfig type checking regression." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to missing image-patch counting in a processor." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub import error vs transformers env CLI breakage; too different." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer/model loading regression vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but CLI/env behavior and PretrainedConfig typing are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different import/CLI issues with no shared concrete failure path shown." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in chunked_prefill is not the same as a typo in cache strategies." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation is different from the env command regression." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error with CLIP model is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is unrelated to the import error." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "CLI env breakage and HybridCache import failure are separate issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different broken exports." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:44485", + "right": "issue:45071", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are different bugs." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to a bfloat16 compilation warning." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are related in theme but not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Import error and compiled-file runtime errors are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision issue is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug is unrelated to the TensorFlow backend installation error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to a generic bug report placeholder." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but CLI env behavior and checkpoint reload incompatibility are different issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/import performance is unrelated to cache missing during chunked_prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/output error is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Related family, but not the same concrete bug: general Qwen3-VL-Moe issue vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint compatibility problems, but one is generic reload regression and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategies typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Flaky test seeding issue is unrelated to inverse_sqrt scheduler kwargs handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "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:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "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:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998" + ], + "prepared_review_unit_hash": "d779147d46acadceba8f2358d08b25486ecb65d0f83b63cfd6f16f0e17f88bcb", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40860, + "estimated_input_tokens": 10215, + "estimated_eval_tokens": 20686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a broad mix of v5 regressions, tokenizer/loading bugs, model-specific failures, and unrelated docs/test/config issues. I don\u2019t see any exact duplicate pair among the soft edges; most are false positives from vague similarity.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the clearest concrete tokenizer-v5 regression here and a better representative than the many generic or unrelated items, but the cluster is too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/type-mismatch warning vs. Liger Kernel application behavior; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. an unspecified bug report; no shared concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI in v5 vs. inverse_sqrt scheduler kwarg handling; unrelated subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs. Qwen3-VL bbox output issue; different models and failures." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression vs. Qwen3-VL output bug; not the same change." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg bug vs. PretrainedConfig type checking breakage; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer read error vs. generic bug report; insufficient overlap." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance issue vs. HybridCache import error; related to imports only at a very broad level." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup vs. testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo vs. pipeline-parallelism output bug; different problems." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import hygiene/perf issue vs. a cache-strategy typo; not the same underlying change." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init vs. flash_attention_3 degenerate training; different mechanisms." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox issue vs. Qwen3.5 MoE from_pretrained error; same family name, different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy vs. tied-weights key handling crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs. inverse_sqrt scheduler kwargs; different areas." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs. tokenizer loading regression; no shared bug." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup in models vs. scheduler kwarg handling; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 vs. Qwen3-VL bounding-box output; different failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs. tied-weight key crash; distinct save/load paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command regression vs. lazy loading bug; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU concern vs. Gemma-4 audio positional encoding issue; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs. Qwen3.5 MoE from_pretrained error; no evidence they are the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs. scheduler kwarg bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import * cleanup/perf issue vs. VRAM leak in dataloader threads; different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs. GLM-5 RoPE implementation; different model logic." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs. scheduler kwargs bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs. Llama 3.2 model loading regression; not the same underlying problem." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs issue vs. flash-attention import error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init behavior vs. meta-init checkpoint incompatibility; related to initialization broadly, but not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded use vs. RoPE implementation discussion; different problems." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings vs. VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggers API requests vs. timestamp calculation in a processor; different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both touch tokenizer-v5 behavior, but one is generic behavior drift and the other is a specific decoder-type bug; not enough to treat as the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug vs. unrelated noise issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash vs. chat template crash with tool calls; different code paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment joke issue vs. testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs. unrelated noise issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs. unrelated noise issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after v4.57->v5.x upgrade vs. unrelated noise issue." + } + ] + }, + "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": 13, + "review_unit_index": 42, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-366", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "d4b4f71694ad9f5dbd00d15223ede4d36e8fbde4324a70be08cc61fe1ecbc969", + "component_budget": { + "node_count": 366, + "item_count": 366, + "soft_pair_count": 1367, + "serialized_chars": 705290, + "estimated_input_tokens": 176323, + "estimated_eval_tokens": 352902 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 10, + "serialized_chars": 10324, + "estimated_input_tokens": 2581, + "estimated_eval_tokens": 5418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: most items mention model loading/configuration or recent regressions, but they cover distinct bugs, docs, and feature gaps across different code paths. No soft pair looks like a true duplicate.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45310 is the most concrete and representative load-time regression in the set: it has a specific from_pretrained failure, a clear model family, and an explicit version boundary. The rest of the cluster is too heterogeneous to serve as one duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best single issue to anchor the cluster because it is recent, specific, and directly about a reproducible from_pretrained error rather than a broad feature request or documentation problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: Llama4Config missing pad_token_id versus _get_tied_weight_keys crashing on a list-typed _tied_weights_keys. Separate code paths and fixes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key helper crash are unrelated failure modes, not the same underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading is slow versus an ImportError from configuration_utils; same broad area, but not the same defect." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request and processor.save_pretrained missing files are different features/issues with no shared code-path bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and tensor parallel training bug affect different subsystems and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is a loading performance issue, the other is documentation confusion about model.forward arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE/fp8 loading, but one is a feature/support request while the other is a concrete from_pretrained regression; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are both loading-related, but they are distinct bugs with different symptoms." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "from_pretrained slowness is unrelated to Gemma3Config missing vocab_size, which is an attribute/config regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models and fp8 support for Qwen3.5/Qwen3-VL are different capability gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "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": "51515c94aa8d6b22e844001107f04c8248c8691509689266725b8cf92739b3ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are thematically similar but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths: Flash Attention 2 vs GGUF. Similar broad theme, but not a duplicate bug/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": 13, + "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": "bd09e4f50634946b0d23c2281a88c76db7b6d0b40cb60d5c29023b482731ff79", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like near-duplicate translation-request templates, but only issue 27088 is concretely about Turkish. The other three are redacted/generic placeholders, so I would not collapse them without fuller bodies.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 27088 is the only one with a specific language target (Turkish) and it is the oldest/open item, making it the clearest representative of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the most concrete and actionable issue; the others read like generic template instances with no explicit language evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Very similar translation-template wording, but only the left issue names Turkish; the right issue is generic and could be a different language request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same template pattern, but the specific language on the right is unknown here, so I can't confirm the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The left is explicitly Turkish while the right is a generic placeholder; that is not enough to treat them as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-template issues, but the available data does not prove they target the same language or same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Highly similar template text, but no concrete language/body targets are available to establish a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical placeholder titles alone are insufficient; they may be separate language translation requests rather than duplicates." + } + ] + }, + "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": 13, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "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:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "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": "a77aaabff727343b0a0bb9264db6060026a38b16502e2f2bb86b3a06d788c5ca", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16010, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16010, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-request issues that only share generic wording like \u201cadd support\u201d or \u201cproposal to add.\u201d They span different model families and modalities (BERT variants, audio/TTS/ASR, OCR, vision, sparsity), so they are not true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43837 is the most central hub in the similarity graph, but the cluster is still heterogeneous; none of these appear to be the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the best representative of the cluster because it has the most soft-similarity links, though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBERT vs DEIMv2. Shared \u201cadd model\u201d framing is too generic." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT and Qwen3-TTS are unrelated model additions with different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer/circuitgpt are distinct requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model-support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely; not the same concrete request." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral TTS are unrelated model-support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different change requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling models, but separate concrete support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS models; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and a weight-sparse transformer request are not the same issue." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model additions with different purposes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity/circuitgpt are unrelated requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer/circuitgpt and EUPE are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated models and 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": 13, + "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": "3bb24abe8d4df02a86b2f2eadca1bf6681310bace1506c6bd7a78cd470eec2f1", + "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": "No duplicates here: the cluster mixes unrelated issues across model architecture, config typing, loss plumbing, a typo, and tokenizer warnings.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe different bugs in different components and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to be kept as the most broadly impactful, issue #44031 stands out because it affects tokenizer warnings across versions, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but one is a Llama4 architecture question and the other is a ModernBERT config type-hint bug; different models and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded into a loss function; these are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A model-specific ignore_value bug is not the same as a tokenizer regex warning regression; different subsystems entirely." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage in Mask2Former is unrelated to the quantization_operation typo; one is behavioral, the other is a naming typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing are separate issues in different modules." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and correcting a config type hint are not the same bug or fix." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config annotation error does not match a tokenizer regex-warning regression; no shared concrete code path." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and the orig_conversion.quantization_operation typo are unrelated fixes." + } + ] + }, + "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": 13, + "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": "667360fea0bf6c210d61700a98016e949e15e9f4236c2cdae60064312e3b3faa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is about block decoding, the other about adding DeepSeek v3.2 support. No duplicate relationship is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the clearer standalone request; #41084 is too terse and refers to a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests with no shared code path or explicit linkage: block decoding vs model support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "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": "a4b318dc04141d89893eeabf7a3fae1fa009bd9182ff757c5abe2692922e8282", + "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 issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43598 is the more focused standalone report because it names a specific Trainer setting and a concrete customization concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related Trainer-area topics, but not the same bug: `remove_unused_column` customizability and FLOPS estimation for custom trainers are different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "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": "05a7e3e6f391a42744c0870cba15fcf126b6cb74a0d251059c8b2c4a542d308d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues request different model support in different API classes and for different Qwen variants, so they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different feature requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. They target different model families and different class paths, so they should not be merged as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "f6709b66c523a904c3e27f229190c7c58c1b264d15b4bd4ed779f8b0726e1384", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface \" issues look like duplicates of the same topic; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the cleanest canonical candidate: same title as the other likely duplicates, earliest created, and no evidence it differs materially.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue; only generic soft similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical title, created minutes apart, and no contrary details; likely the same underlying issue report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and same apparent topic with no distinguishing body details; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and same apparent topic with no distinguishing body details; likely duplicate reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stays within the packet: it only relies on identical titles, close timestamps for 43845/43846, and the lack of distinguishing evidence. The rejection of 43835 as unrelated is conservative, and the summary does not overclaim beyond what\u2019s visible. No PRs are present, as stated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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": "72526afb4207a6eb068f7dcabbd7bc70e8d6d5a6c815e8cdd6982467e30dc6b7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spam or generic placeholder issues, with one vague documentation suggestion. None describe the same concrete bug or change, so no duplicates should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the only non-spam, somewhat descriptive item, but it is still too generic to serve as a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders; no shared underlying bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; no shared underlying bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; no concrete match." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs a different generic quoted phrase; no same issue is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs unrelated quoted text; no shared bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs unrelated quoted text; no shared bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "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": "a7c7198dcd4a6f02caa3a5cff316d765bf63540e07aeb4bb6d09f7fd252f5563", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are likely duplicates: they share the exact same title, have similar-sized bodies, and there are no differentiating links, targets, or filenames. #45145 is the best canonical issue because it was created first and appears to be the earlier instance of the same report.", + "confidence": 0.91, + "canonical_issue_reason": "#45145 and #45151 have identical titles and no differentiating metadata; #45145 is earlier and is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate because it is the earliest-created likely duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The pair looks like a likely duplicate based on identical titles and soft similarity, but the packet only provides a moderate Jaccard signal and does not establish that the bodies are the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical call is mostly grounded by the identical titles, similar body sizes, and lack of differentiating links/targets, but the soft-edge verdict is a bit too strong. The packet only provides a soft-similarity signal (jaccard ~0.63) and does not establish that the bodies are the same or that they are definitely duplicates. Please soften the wording to \u201clikely duplicate\u201d rather than \u201ceffectively the same report content,\u201d and avoid an unconditional accept on the edge." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 22, + "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: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:45435", + "pull_request:45454" + ], + "soft_pairs": [ + "pull_request:39895|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:45435", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45454", + "pull_request:43823|pull_request:45435", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45435", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:45213|pull_request:45435", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45435", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "863d9589a643605f8b437ae00771fe54ea8dec929c1c6b16248446a94c7d71e8", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 20, + "serialized_chars": 34003, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 20, + "serialized_chars": 34003, + "estimated_input_tokens": 8501, + "estimated_eval_tokens": 17258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items in the cluster are unrelated PRs spanning new models, test coverage, refactors, and docs. The only confirmed duplicate-style overlap is the `fixed_cross_entropy` pair in `loss_utils.py` (43251/43254). 43251 is a reasonable representative, but 43254 is also a direct tracked fix, so the packet does not support exclusivity language.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is a good representative of the only confirmed duplicate pair: it updates `fixed_cross_entropy` in `loss_utils.py` to forward supported `cross_entropy` kwargs, matching the same underlying fix as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is a suitable global representative because it sits in the only confirmed duplicate pair and clearly shows the loss-utils fix, though 43254 is also a strong match and not meaningfully less representative from the packet alone.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: new VideoPrism model integration vs an ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM model code." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs handling is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different code paths and different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 model/test changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45435", + "accept": false, + "reason": "ExecuTorch export coverage and Whisper tokenization bounds handling are separate problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test coverage is unrelated to a new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45454", + "accept": false, + "reason": "Adding MobileLLM and Gemma4 training-mask logic are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45435", + "accept": false, + "reason": "MobileLLM model addition and Whisper tokenizer indexing fixes are different artifacts with no shared bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-collection refactor; different scope and issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45435", + "accept": false, + "reason": "Falcon output-collection refactor is not the same as Whisper tokenization bounds handling." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill content are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output collection and Mistral4 test fixes do not address the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different changes with no shared bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Mistral4 tests." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45435", + "accept": false, + "reason": "A meta skill/documentation PR is unrelated to Whisper tokenizer bug fixing." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and model-creation skill content are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45435", + "accept": false, + "reason": "Mistral4 test fixes and Whisper tokenizer indexing fix are separate code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix `fixed_cross_entropy` in `loss_utils.py` to accept and pass through supported `cross_entropy` kwargs; they target the same underlying bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and grounded, but the summary/representative reasons overstate the evidence: PR 43254 also has an explicit issue link and edits the same `loss_utils.py` `fixed_cross_entropy` path, so 43251 is not the only item with a clear tracked bug fix. Keep the duplicate-pair claim, but avoid exclusivity language that the packet does not support." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 22, + "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": "e196e240796cd841be3da2a32d71752dd9623b4476286174e266e5a594f96ac8", + "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 pull requests are about VibeVoice, but they target different scopes: 40546 adds the base VibeVoice model integration, while 42781 adds a separate VibeVoice Realtime extension plus the acoustic tokenizer. They overlap in shared model/auto-registration files, but they are not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical representative because it is the original, non-draft base VibeVoice implementation with broader review activity, while 42781 is a later draft focused on the realtime extension and tokenizer add-on.", + "best_issue_reason": null, + "best_pr_reason": "40546 is the strongest standalone PR for the cluster: it covers the core VibeVoice integration and documentation, and it is more complete/stable than the draft realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different feature sets: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared files are expected from related integration work, but this is 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": 22, + "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": "d8252ea3c274e117ff946f6c34b39caced12b39054f28d617718260802386221", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve different problems, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and features: TimesFM covariate regression vs. DINOv3 image classification. The overlap is only broad ML/modeling/docs work, not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 22, + "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-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "f5132dd14a644819948ba96a881537ef7205739795a383967c1ad5cebe2c9b4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about adding DEIMv2 to Transformers, but they are not duplicates: the first is a smaller initial model/image-processor drop, while the second is a broader follow-up with losses, auto-mappings, conversion tooling, and modular code.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44339 is the more complete DEIMv2 implementation and integration: it adds core model code plus loss, auto mappings, converter, modular support, and config validation, making it the better canonical representative of the feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #44339 is the best overall PR because it covers the broadest and most integrated DEIMv2 support and is closer to a shippable Transformers addition than the smaller initial PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Not a duplicate PR: #41356 is a smaller model/image-processor/test addition, while #44339 expands the feature with loss, auto-mapping, conversion, and modular integration. They overlap on the model but not the same concrete code-path 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": 5, + "component_count": 22, + "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": "b7c161bac82eac2e92a0510c22272f289dd1beb0bef01c32f77a15f96b1194b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs: one for DeepSeek OCR and one for Isaac. They share boilerplate model-integration files, but they do not target the same code path or change set, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs add different models with different configs, processors, tests, and docs, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the more established representative of the cluster because it has much higher review activity and appears more mature, but it is not a duplicate of 45186.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: both are model additions, but for different models (DeepSeek OCR vs Isaac). Shared auto-registration and docs/test scaffolding are expected boilerplate, not evidence of 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": 6, + "component_count": 22, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "acf5732467185d203c066cded3763a66b5f5ee0ea210f605ae2ab497a94de842", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds InternVLFlash, the other adds AXK1. Their overlap is limited to generic Transformers registration plumbing, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different underlying features/models (InternVLFlash vs AXK1). Shared files are only broad auto-registration and package wiring, which is not enough to indicate 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": 7, + "component_count": 22, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "f25fee4e50631439d99feadf245a793345b47ad1d67a1518a798215c146d0887", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar. They span unrelated areas: Whisper ASR forwarding, Whisper tokenizer/test cleanup, ad hoc test-file edits, and FP8 dequant/model-loading changes. None of the pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the strongest standalone candidate: it fixes a concrete Whisper pipeline bug, has an explicit issue target, and the diff is coherent and narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but 42227 fixes `return_language` propagation in the ASR pipeline while 43291 changes tokenizer decode behavior and tests. Different code paths and different bugs." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a real Whisper pipeline fix; 43665 is just test-file edits with unrelated assertions. Not the same change or bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper ASR pipeline bug vs FP8 dequant/model-loading work. Completely different subsystems and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 is Whisper tokenizer logic; 43665 is unrelated test churn. No shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode changes and Mistral/FP8 dequant changes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only modifications do not match the FP8 dequant/model-loading fix; no common code-path issue." + } + ] + }, + "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": 22, + "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": "bc0e94a1250355b6afb609c28a97d1bf88a683f0d16dd1092d18b189d4345981", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad workflow dependency bumps, but they upgrade different action families and fix different compatibility concerns, so they are not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central upgrade focused on GitHub Actions Node 24 compatibility across many workflows, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because its scope is broader and more clearly describes the underlying maintenance effort; PR 42976 is a narrower Docker action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They touch overlapping workflow files, but 42975 upgrades core GitHub Actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and a few other action versions. These are related maintenance chores, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 22, + "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-42978-10", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43838", + "pull_request:43973", + "pull_request:44601", + "pull_request:45157", + "pull_request:45283", + "pull_request:45490", + "pull_request:45532" + ], + "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:43448|pull_request:45532", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45532", + "pull_request:43838|pull_request:45283", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45532", + "pull_request:45157|pull_request:45532", + "pull_request:45283|pull_request:45532", + "pull_request:45490|pull_request:45532" + ], + "prepared_review_unit_hash": "0a88a5201bb313bc4c0be06994f5178f6d6dade169f41db1af0b18b339fad3dd", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32327, + "estimated_input_tokens": 8082, + "estimated_eval_tokens": 16420 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32327, + "estimated_input_tokens": 8082, + "estimated_eval_tokens": 16420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated Transformers PRs that happen to share boilerplate model-registration, docs, and auto-mapping changes. They are not duplicates of the same bug or feature, so no mergeable canonical group emerges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items span different model additions and unrelated infrastructure changes, with only shared framework boilerplate in common.", + "best_issue_reason": null, + "best_pr_reason": "No PR in this cluster is a strong global canonical choice because the overlap is superficial; the closest items still target different models/code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is just docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); shared files are generic registration/docs, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different models (ViT NEPA vs CTSM); only shared Transformers scaffold changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model support PRs, not one underlying fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared auto/docs edits are incidental." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo and SLANet target different models and code paths; only boilerplate overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are unrelated model-support changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo2 and SLANet are separate model additions; no shared concrete bug/change." + }, + { + "left": "pull_request:43838", + "right": "pull_request:45283", + "accept": false, + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading are different features/code paths." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2Audio model support is unrelated to Qwen3.5 GGUF loading support." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45532", + "accept": false, + "reason": "Distributed pipeline-parallel support is infrastructure work, not the SLANet model addition." + }, + { + "left": "pull_request:45157", + "right": "pull_request:45532", + "accept": false, + "reason": "PrismML Bonsai GGUF handling and SLANet model support are unrelated changes." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45532", + "accept": false, + "reason": "Qwen3.5 GGUF loading support and SLANet model support do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45532", + "accept": false, + "reason": "CTSM and SLANet are different model support PRs; similarity is only in shared model-template files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 22, + "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": "0fcb5ee7191237b622e4818eee7ab0463fb3fa20503751318bf1056e36d4734c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests appear to be unrelated synthetic/test PRs with no shared underlying bug or fix; the only overlap is incidental, especially the shared vit test file.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "43532 is the most representative anchor for the cluster because it is the broadest infra-oriented PR, but it is still just a prank/test change rather than a true duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the least narrow and most cluster-central of the three, touching CI/testing infrastructure in a way that best represents the group, though none are suitable real merge candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are clearly non-functional test/bot-check PRs, but they edit different areas for different stunts; the shared vit test file is incidental and not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "43488 is about setup/version/dependency fiddling, while 45476 adds a workflow caller and dummy tokenization/test edits; they do not fix the same code path or problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "They both touch CI/test infrastructure, but the concrete changes are unrelated and would not plausibly be merged as one fix; shared filenames do not imply duplicate intent." + } + ] + }, + "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": 22, + "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": "6fdc53f98cda7256209b00070c0008d3e83c35e3a38dbe731d69bb50b5cf640e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate open PRs for different pipeline additions: promptable concept segmentation vs promptable visual segmentation. They share documentation/registry scaffolding, but they target different tasks and model integrations.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs implement different features for different segmentation tasks, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #43613 is the broader change set, but it should not subsume #43612 because the underlying feature is different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/registration files are just pipeline boilerplate, not evidence of 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": 12, + "component_count": 22, + "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": "0dd466f2584f2e9146a63db270e6505cc0904858aa3ab106eb2db6cd6f5efb77", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are only loosely related by touching `trainer.py` and adding custom-trainer hooks, but they address different behaviors: gradient-accumulation loss scaling vs. input column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #43651 changes training-step loss normalization for gradient accumulation, while #43663 refactors signature-based column filtering. They target different code paths and separate behaviors.", + "best_issue_reason": null, + "best_pr_reason": "#43651 is the more representative change if a single PR must be chosen, because it directly alters core training loss handling; however, it is not a substitute for #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both touch `trainer.py`, but one adds `_loss_is_scaled_for_ga` for loss scaling and the other adds `_get_signature_columns` for column filtering. Different concrete behaviors and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 22, + "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": "4c983df41d6ee70b12304ab629cccfca50ecdfa7443b62496eceb6bb547ccf32", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same runtime annotation problem in `src/transformers/cli/serve.py` around `TypeAdapter`/type-hint evaluation. PR 43842 is the clearest minimal fix; the others are broader variants of the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most direct and narrowly-scoped fix: it imports `TypeAdapter` only under `TYPE_CHECKING` and quotes the annotation where it is used, matching the reported NameError without extra refactoring.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best matches the concrete failure mode and has the smallest, most targeted change set for the `TypeAdapter` NameError in the CLI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both modify `src/transformers/cli/serve.py` to prevent `TypeAdapter`/annotation NameErrors at import time; they address the same underlying runtime typing bug and are mergeable as one fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are workarounds for the same `TypeAdapter` NameError in the same code path (`cli/serve.py`), with overlapping annotation-stringification/import-guard changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary stays within the packet: all three PRs touch `src/transformers/cli/serve.py` and the titles/snippets support a shared TypeAdapter/annotation NameError theme. The soft-edge pairings are also reasonably conservative: they describe overlapping fixes in the same file and do not claim anything stronger than mergeability for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 22, + "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-43757-3", + "nodes": [ + "pull_request:43757", + "pull_request:45500", + "pull_request:45506" + ], + "soft_pairs": [ + "pull_request:45500|pull_request:45506", + "pull_request:43757|pull_request:45500", + "pull_request:43757|pull_request:45506" + ], + "prepared_review_unit_hash": "57a95e3b77932958bd01666855a7c41d608d0a32a63b24306a182ec38bdc357f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two GPT-OSS GGUF support PRs are the same end goal, with 45506 being the fuller/latest implementation and the best representative. The earlier PR 43757 is only a fallback workaround and is not the same concrete change as the full-loading PRs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45506 is the most complete and latest GPT-OSS GGUF support change: it adds the integration mapping, loader support, and tests, and its title explicitly says it supersedes 43757.", + "best_issue_reason": null, + "best_pr_reason": "PR 45506 is the best single representative because it fully addresses the GPT-OSS GGUF loading gap and is clearly intended as the final implementation rather than a stopgap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45500", + "right": "pull_request:45506", + "accept": true, + "reason": "Both PRs target the same GPT-OSS GGUF loading feature/fix, share the same issue, filenames, and code path, and 45506 is a direct fuller version of 45500." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45500", + "accept": false, + "reason": "43757 is only a fallback from gpt-oss to gpt-neox, while 45500 aims for full GGUF loading support; they address related but different levels of functionality and are not the same concrete change." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45506", + "accept": false, + "reason": "43757 is a narrow workaround, whereas 45506 implements the actual GPT-OSS GGUF support stack; these are not merge-equivalent fixes for 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": 15, + "component_count": 22, + "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": 16, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "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", + 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"summary": "This cluster is mostly a broad wave of standardized output-tracing refactors across unrelated model families. The only strong duplicate candidates are the GPT-Neo pair and the GPT-J/GPTJ-derived pair(s); the rest are same-theme but different code paths and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "44066 is the clearest representative of the cluster: it has the explicit #43979 linkage, a concrete GPT-J/CodeGen output-tracing refactor, and the most direct fit for the standardized decorator migration theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; shared issue theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet vs DeBERTa-v2 are separate refactors in different model stacks." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; 44085 appears to be a narrower slice of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet vs EfficientNet are different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated code paths despite both touching output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different models." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different concrete refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target the same GPT-Neo output-tracing migration in the same model file." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model migrations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are different underlying changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs 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"pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model stacks." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate model migrations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different underlying changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated migrations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44161", + "accept": false, + "reason": "MPT and LongT5 are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are distinct model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different underlying changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are separate refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are separate model migrations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model migrations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different underlying changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are separate model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the main GPT-Neo and GPT-J/CodeGen duplicate candidates without overextending to the unrelated model refactors. The accepted soft-edge pairs are plausible as mergeable same-bugfix changes within the same code paths, and the rejected pairs are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 22, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "747e937f931315c7a3892b707ed3505d52bf30bb0f2791999e13a3ae6cdf650a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are related model-by-model refactors toward standardized output tracing, but they are not duplicates of the same concrete change. Each PR targets a different architecture/code path, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best anchor only because it has an explicit issue target and a clearly scoped standalone refactor; however, it does not subsume the other model-specific changes.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the cluster due to its explicit issue linkage and substantial output-tracing refactor, but the rest are still distinct per-model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and different implementation surfaces; not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but for different model code paths (MPNet vs VisualBert), so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared decorator/output-capture pattern only; the actual changes are model-specific and not mergeable as one concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate implementations of the same style of cleanup, not the same underlying PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch standardized output handling, but they affect different model internals and do not fix the same concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 22, + "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: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": "5f9f9b6b3946c6fa3a69370e0fe383b8baa69acc7c191417d0f701c9046748c9", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 42, + "serialized_chars": 40933, + "estimated_input_tokens": 10234, + "estimated_eval_tokens": 20724 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 42, + "serialized_chars": 40933, + "estimated_input_tokens": 10234, + "estimated_eval_tokens": 20724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are independent model-specific output-tracing refactors across different architectures, not duplicate bug fixes or the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative: it has the broadest refactor footprint, touches two related Mamba files, and includes the clearest output-capturing/tracing changes (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`).", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best captures the cluster\u2019s main theme while being the most substantial example of the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations/files; same refactor pattern only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 22, + "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": "1314b1454bc4fe600085b173a662664af24d833b409d50ee94c353ee455ec5ad", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11071, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11071, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). Their overlap is mostly shared Transformers boilerplate (auto registries, docs TOC, tests), not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and codepath, so they should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the most self-contained representative of its own feature work because it has an explicit tracking issue and a focused model implementation, but it is still not a duplicate of the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared files are generic registry/docs plumbing, not the same concrete change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families and implementations; overlap is limited to common Transformers scaffolding and does not indicate one underlying bug or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; the shared auto-registration/docs edits are broad infrastructure, not a mergeable 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": 19, + "component_count": 22, + "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": "64ce9d5c6049897912ba92401a9c10ddb8d36f690ed590d6472e53ab021d3d75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by the broad idea of fusion, but they target different layers and different code paths: PR 44979 introduces a standalone module-fusion API, while PR 45363 wires n-to-1 kernel fusion into KernelConfig/model loading. They should not be treated as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete and integrated implementation: it modifies model loading, integration hooks, and KernelConfig to enable a specific fusion path, whereas PR 44979 is a separate foundational API addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the better representative for this cluster because it addresses an end-to-end user-facing fusion feature and has the broader, more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different implementations of fusion at different abstraction levels: 44979 adds a generic module fusion API, while 45363 implements n-to-1 kernel fusion via KernelConfig and model integration. They are related conceptually but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 22, + "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": "a25a1cf01d5a3d9ed71f74f0a5529ca4c001ca8e706927323857ddb73383281b", + "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 the same target issue, with nearly identical code changes; PR 45317 is the more complete version because it also adds test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same bug as 45086 and also includes tests, making it the more complete and review-ready change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR candidate since it preserves the same fix while adding validation coverage; 45086 appears to be an earlier/smaller variant of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path, same explicit issue target, and effectively the same patch; the second PR just adds tests." + } + ] + }, + "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": 22, + "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": "2027bd7f06c56bcdaf7cf8ade211e0e2082db64c8cdfaec1a41ec5fa61830b0e", + "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 distinct PRs: one introduces heterogeneous per-layer config infrastructure, while the other builds on it to add model/cache/masking support. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the more foundational, narrower change: it adds the heterogeneous per-layer config machinery that the broader modeling PR depends on.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the best canonical PR because it cleanly captures the core enabling feature without the extra model-side plumbing from #45332.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45333 adds per-layer config support, while #45332 extends that into heterogeneous modeling/cache/masking behavior. They would not plausibly be merged as 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": 22, + "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": "d8ebf51839231c40418f31d25c1fcc396a9f1ad52765c2a3229af6cdde0c4b20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they are different changes: one is a broad type-checking sweep across many Transformers modules, while the other adds specific typing protocols/aliases for modeling_utils and PEFT integration.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more concrete, self-contained typing change, centered on new shared typing definitions and modeling_utils/PEFT compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative of the cluster if you want the narrowest, most clearly scoped typing-focused change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: these are not the same underlying change. #45415 is a broad repository-wide type-checking cleanup/ignore sweep, while #45425 adds specific typing helpers and model-specific protocol support. They share a subsystem, but not a concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/manifest.json b/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f07a4f2aed6b79f07f988a83cb62d80335aed1b8 --- /dev/null +++ b/snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260422t060051z", + "artifacts": { + "hybrid": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-22T06:09:48Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260422T060051Z", + "variant": "hybrid" +} diff --git a/snapshots/20260422T060051Z/manifest.json b/snapshots/20260422T060051Z/manifest.json index cdbded877067d4b02bd06b97c4caef8672c01f87..87aea7b01362d012962b714e566602caa7f4e8a5 100644 --- a/snapshots/20260422T060051Z/manifest.json +++ b/snapshots/20260422T060051Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 654 }, "extracted_at": "2026-04-22T06:00:51Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260422t060051z", + "runs": { + "hybrid-model-20260422t060051z": { + "analysis_id": "hybrid-model-20260422t060051z", + "artifacts": { + "hybrid": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260422T060051Z/analysis-runs/hybrid-model-20260422t060051z/manifest.json", + "model": null, + "published_at": "2026-04-22T06:09:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260422T060051Z", "watermark": {