diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3e15036e2c68c7f50ee341d3e4aa61055a972d7a..59efcc3070f06b519a78d0ffffea51ecf1a90625 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": "20260506T060033Z", - "generated_at": "2026-05-06T06:08:42Z", + "snapshot_id": "20260506T120019Z", + "generated_at": "2026-05-06T12:08:31Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,76 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2086,35 +1958,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [], @@ -2146,16 +1989,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2165,6 +1998,15 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2191,15 +2033,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b2a480868e3bcef2699f240bca7bfc9785ce4b23..6b094d5e2c8d03e9f03d99a72f42725937955979 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": "20260506T060033Z", - "generated_at": "2026-05-06T06:08:42Z", + "snapshot_id": "20260506T120019Z", + "generated_at": "2026-05-06T12:08:31Z", "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": "09c84118ccf2dde47d3770ebc7e6cccace1e296993b699cbf2300384c60f576f", + "prepared_review_unit_hash": "ac92f70755fb4554ee819df382a68030fa39e5126100746d019060de84808fd7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This looks like a mixed cluster, not a duplicate set. Issue 13244 is about Tapas tokenization behavior and is unrelated to the other two. Issues 15980 and 16618 both involve model-loading/download failures, but they describe different concrete problems (private-model auth/error messaging vs. loading bert-base-uncased), so I would not merge them as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 16618 is the broadest and most central model-loading report in the cluster, but it still does not match the other items closely enough to serve as a true duplicate anchor.", + "summary": "The cluster is not a true duplicate set. One issue is about Tapas tokenization, one is a private-model auth/error-message problem, and one is a generic model-loading failure. The only somewhat adjacent pair is 15980 and 16618, but they do not clearly describe the same bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue #16618 is the broadest and most representative model-loading complaint in the set, while #15980 is specifically about private-model authentication/error text and #13244 is unrelated tokenization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best representative only in the loose sense that it is the most general and discussion-heavy model-loading issue; the cluster as a whole is too heterogeneous for a strong canonical duplicate choice.", + "best_issue_reason": "#16618 is the best single issue to represent the cluster only because it is the most general model-loading report; however, it should not be treated as a strong duplicate target for the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization vs. generic model loading. The titles do not indicate the same underlying bug." + "reason": "Tapas tokenization behavior is unrelated to a failure to load bert-base-uncased; different subsystem and different bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/loading, but one is specifically a private-model login/error-message issue and the other is a failure to load bert-base-uncased; these are different failure modes." + "reason": "Both mention loading models, but #15980 is specifically about private-model download/login handling and #16618 is a generic load failure for a public model; not the same concrete bug." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:24643", "issue:30277", @@ -186,10 +186,10 @@ "issue:44560|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", - "issue:34928|issue:36010", "issue:43039|issue:44805", - "issue:43901|issue:44512", + "issue:34928|issue:36010", "issue:41762|issue:43596", + "issue:43901|issue:44512", "issue:39290|issue:41720", "issue:43039|issue:44560", "issue:43866|issue:44863", @@ -208,340 +208,364 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "ba8241aa3ecd1f24f14f2f526e66fdd33af86c1d9e0d662f64cb7c213489f6ac", + "prepared_review_unit_hash": "defa533fd181f7631e8881425979bb98b83800cc6641287fde432b7e2ea4e9ff", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 68, - "serialized_chars": 47969, - "estimated_input_tokens": 11993, - "estimated_eval_tokens": 24242 + "serialized_chars": 47975, + "estimated_input_tokens": 11994, + "estimated_eval_tokens": 24244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster: most items are unrelated, spanning model-specific runtime errors, backend/device issues, trainer API breakages, and docs regressions. Only one soft edge looks like a true duplicate pair (the ZeRO-3/Bert index-0 loading failure).", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue; the cluster mixes many unrelated bugs across different models, backends, and documentation changes.", + "summary": "This cluster is mostly heterogeneous: several unrelated model/runtime regressions and a couple of docs issues. The only clear duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds / empty-tensor load failure around Bert/Gemma3-style model init; most other soft pairs should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3 empty-index/out-of-bounds load failure, with tight near-duplicates in 43638 and related manifestation in 41762.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication; the only clear duplicate is a small sub-pair, while the rest are separate problems.", + "best_issue_reason": "issue:43596 best anchors the only strong duplicate family in this set and is broad enough to represent the underlying DeepSpeed ZeRO-3 init bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 chat/runtime failures: missing config field vs streaming API crash." + "reason": "Different Qwen3.5 failures: config attribute error vs streaming/chat API crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend bugs: AMD GPU failure vs MPS histogram op unsupported." + "reason": "Different bugs: GPT-OSS/AMD GPU failure vs MPS histogram kernel error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model and code path: Mistral-3 image dtype mismatch vs GPT-OSS GPU issue." + "reason": "Different model-specific dtype/preprocessor bug vs GPT-OSS GPU incompatibility." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different bug family; autocast dtype mismatch is not the same as GPT-OSS device failure." + "reason": "Different models and code paths; only a broad runtime theme is shared." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different root cause: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + "reason": "Different failures: GPU incompatibility vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/precision failure vs AMD GPU device-mapping failure." + "reason": "Different models and symptoms; not the same underlying bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different failures: DeepSpeed collective mismatch vs ONNX export error." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/subsystem: ModernBERT export vs Qwen3Moe FP8 load failure." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 are unrelated bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different code paths: export-time failure vs auto device mapping assert." + "reason": "Export failure vs auto device-map cuda assert are different code paths." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs bugs, but they cover different removed features and pages." + "reason": "Both are docs issues, but they reference different removed APIs/commands." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different bug classes: export failure vs GenerationMixin import break." + "reason": "ONNX export regression is unrelated to the GenerationMixin import error." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar index-error theme, but different model/context and no clear shared root cause." + "reason": "Different bugs: ZeRO-3 empty-index failure vs mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad symptom family, but ZeRO-3 Bert load bug vs generic mask-shape mismatch." + "reason": "Different failure families; one is ZeRO-3 init, the other is mask indexing." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic mask/index error vs GPT-OSS tensor-parallel-only failure." + "reason": "Mask shape mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different training bug: mask-shape mismatch vs Qwen3.5 embedding unpacking." + "reason": "Different training-time bugs and different code paths." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping helper bug is unrelated to the mask-shape index error." + "reason": "Tokenizer mapping/add-new-model issue is unrelated to mask indexing." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different feature areas: BarkProcessor voice preset vs ModernBERT ONNX export." + "reason": "BarkProcessor preset handling and ModernBERT export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed failures: collective mismatch vs Bert ZeRO-3 index error." + "reason": "Collective mismatch vs ZeRO-3 out-of-bounds are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert empty-shard index-0 failure; only wording differs." + "reason": "Same ZeRO-3 empty-index/out-of-bounds load failure on closely related Bert model paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization bug vs LoRA merge/save/load inconsistency." + "reason": "Different text detokenization bug vs LoRA merge/save output mismatch." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing bug is unrelated to GPT-OSS TP failure." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failure vs LoRA weight merge mismatch." + "reason": "NVFP4 runtime error and LoRA merge mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is not the same as the mask-shape index error." + "reason": "FSDP/checkpointing tensor-size mismatch is not the same as mask indexing." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed bugs: weight dimensionality error vs collective mismatch." + "reason": "Weight dimensionality error in training is unrelated to collective mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 BERT load bug vs GPT-OSS TP failure are different code paths." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP bug is unrelated to CustomTrainer API breakage." + "reason": "Checkpointing/FSDP issue is unrelated to the CustomTrainer kwarg regression." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mode: Bert ZeRO-3 load error vs GPT-OSS TP issue." + "reason": "Different bugs: ZeRO-3 empty-index load failure vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime problem vs GraniteMoEHybrid invalid-method bug." + "reason": "Image preprocessor dtype mismatch vs invalid method call are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and subsystems: Gemma3 config issue vs Mistral tokenizer regex crash." + "reason": "Gemma3 sliding_window config regression is unrelated to the Mistral tokenizer patch crash." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Different runtime bugs: autocast dtype mismatch vs GPT-OSS TP failure." + "reason": "Autocast dtype mismatch and MPS histogram error are different bugs." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Different issue classes: Qwen3.5 embedding unpacking vs GPT-OSS TP-only failure." + "reason": "Video StopIteration and MPS histogram kernel failure are unrelated." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Both are ZeRO-3 load index errors, but Gemma3 and Bert loading paths are distinct." + "reason": "Liger Kernel cross_entropy issue and autocast dtype mismatch are different." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Both docs regressions, but they refer to different removed v5 topics." + "reason": "Collective mismatch vs compute_loss signature regression are unrelated." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Different model/runtime bugs: image dtype mismatch vs video StopIteration." + "reason": "Liger Kernel bug and mask indexing bug are unrelated." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure during model init/load." + }, + { + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Different helper/API bug vs runtime mask-shape mismatch." + "reason": "Different docs regressions with different removed references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config regression and Qwen3 auto device-mapping assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model artifacts/issues: Ovis2 checkpoint corruption vs NemotronH checkpoint loading." + "reason": "Checkpoint corruption and NemotronH loading failure are different issues." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and failure modes; unit-test load issue vs corrupted checkpoint." + "reason": "GLM-4.7 unit-test load failure vs Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Related sliding-window theme, but different model families and code paths." + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Different errors: mask/tensor shape mismatch vs Bert ZeRO-3 index-0 failure." + "reason": "Qwen3.5 streaming chat failure and MPS histogram error are unrelated." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "Torch-version incompatibility is unrelated to the pydantic PretrainedConfig field break." + "reason": "Mixtral grouped_mm tracing error is unrelated to the MPS histogram issue." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43541", + "right": "issue:43828", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to the torch/transformers version incompatibility." + "reason": "Different runtime bugs: grouped_mm tracing vs autocast dtype mismatch." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Same model family, but different errors and surfaces; not enough for one duplicate." + "reason": "GenerationMixin import regression and Gemma3 sliding_window config bug are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Whisper load failure is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Voxtral processor failure and non-template node compile error are different bugs." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor/index-out-of-bounds load bug across different BERT/Gemma3 manifests." + }, + { + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different problems: untied lm_head weights vs corrupted checkpoint." + "reason": "Different model/runtime bugs with no shared concrete code path." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Different model/API bug vs MPS backend op support failure." + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are unrelated." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to the MPS histogram error." + "reason": "Shared versioning theme only; not the same bug." }, { - "left": "issue:43541", - "right": "issue:43828", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Different runtime bugs: torchdynamo tracing vs autocast dtype mismatch." + "reason": "Both touch Qwen3.5 chat, but the entry points and failures differ." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding-window config." + "reason": "Whisper load/run failure is unrelated to the PretrainedConfig pydantic regression." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Processor failure and template compilation error are different bugs." + "reason": "Mask/tensor shape mismatch is unrelated to the ZeRO-3 index-out-of-bounds bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are failure reports, but the shape-mismatch error and Gemma3 ZeRO-3 load bug are different roots." + "reason": "Different bugs: mask shape mismatch vs ZeRO-3 empty-index failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. It correctly treats the cluster as mixed rather than one coherent duplicate set, and the only accepted soft edge (43596/43638) is plausibly the same ZeRO-3 Bert index-out-of-bounds bug from the titles. The other soft-edge rejections are suitably cautious given the available evidence." + "feedback": "The summary is conservative and well grounded in the packet. The ZeRO-3/BERT/Gemma3 index-out-of-bounds family is the only clearly supported duplicate cluster, and the accepted soft edges stay within that family. The rejected pairs are mostly justified by distinct titles/code paths." }, "evaluator_used": true, "retried": false, @@ -560,7 +584,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:39186", "issue:39290", @@ -630,8 +654,8 @@ "issue:44918|issue:45685", "issue:45632|issue:45698", "issue:43404|issue:45005", - "issue:40990|issue:44960", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:44530|issue:45005", "issue:42915|issue:45399", "issue:44360|issue:44512", @@ -647,247 +671,247 @@ "issue:39692|issue:43054", "issue:43828|issue:44928" ], - "prepared_review_unit_hash": "98256ba92f0f391306da3c6343c126a436c80ae212ff4fdc2d73d8527f944a1a", + "prepared_review_unit_hash": "fcd972ca506233a6ac5b76fb25df60dfeae501e471a0a03a52817abd9ecf5cf8", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37550, - "estimated_input_tokens": 9388, - "estimated_eval_tokens": 19032 + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer bugs across different models/features. The only clear duplicate-like group is the v5 non-persistent-buffer regression; the rest are too semantically distant to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue is appropriate here: the items span many unrelated bugs, models, and regressions, so there is no global duplicate target.", - "canonical_pr_reason": "No pull requests are present in this cluster, so there is no canonical PR.", - "best_issue_reason": "No global best issue is suitable as a representative; at most, issue 43950 is the best local representative for the non-persistent-buffer regression subgroup.", - "best_pr_reason": "No pull requests are present in this cluster, so there is no best PR.", + "summary": "The Transformers v5 non-persistent-buffer regression remains the clearest duplicate family, with 43950 as the best anchor. Per feedback, the SigLIP2 quality/output complaints are too broad to treat as the same bug, so that soft edge is rejected. Most other soft edges remain conservative rejections across unrelated model- or error-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the clearest, most general write-up of the v5 non-persistent-buffer regression and has direct near-duplicates in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best single issue to anchor the cluster because it states the concrete regression cleanly and represents the accepted duplicate family better than the shorter paraphrases.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs GGUF architecture support for gpt-oss." + "reason": "Different failures: PaddleOCR-VL load error vs GGUF gpt-oss support request." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 config regressions, but the concrete failures differ: missing pad_token_idx vs pydantic field handling." + "reason": "Unrelated config regressions: StableLm pad_token_idx vs PretrainedConfig pydantic field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different bug classes: int4 quantization OOM vs tied-weights behavior on translation models." + "reason": "Different bugs: int4 quantization OOM vs tied-weights behavior on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths and models: grouped_mm torch-dynamo tracing error vs GPT-OSS tensor-parallel support." + "reason": "Different code paths: torch dynamo grouped_mm tracing error vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both are dtype-related, but one is Phi-tiny-MoE autocast mismatch and the other is Qwen3.5 streaming inference failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: unexpected _is_hf_initialized argument vs PretrainedConfig pydantic field breakage." + "reason": "Different regressions: unexpected _is_hf_initialized arg vs pydantic PretrainedConfig field handling." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "General version incompatibility is too broad; remote_code breakage and torch-2.4.1 incompatibility are not the same issue." + "reason": "Broad remote_code breakage is not the same as a torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different models and symptoms: GGUF gpt-oss support vs Qwen3.5 chat/completions streaming failure." + "reason": "gpt-oss architecture support and Qwen3.5 streaming failures are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding_window handling is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: Gemma3TextConfig missing sliding_window_pattern vs MobileLLM key error." + "reason": "Gemma3TextConfig missing sliding_window_pattern and MobileLLM key error are different model-loading bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage support." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different runtime errors and mechanisms: mask shape mismatch vs deepspeed zero3/BertModel indexing failure." + "reason": "Mask length mismatch and zero3 init index error are different tensor-shape failures." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2 quality, but the reports describe different symptoms and no shared concrete failure is clear." + "reason": "Both mention SigLIP2, but the titles only describe broad quality/output complaints and do not establish the same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Undefined tf backend error from tensorboard-only install is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-only tf backend error is unrelated to the torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and failures: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3.5 SFT trainer unpacking failure." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Unpacking input embeddings and MPS histogram on Int are unrelated bugs." + "reason": "Different issues: TRL unpacking failure vs an MPS histogram implementation gap." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch remote-code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not clearly the same bug." + "reason": "Both involve custom/remote-code loading, but one is a cache-path collision and the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "One is a Mistral3 tied-weight bug affecting image-text generation; the other is a broader translation-model tied-weights issue." + "reason": "Mistral3 tied lm_head weights bug is different from the translation-model tied-weights regression." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Different model/benchmark reports: GPT-OSS perplexity vs GLM5 issue." + "reason": "Jupyter custom-model initialization bug is unrelated to flash-attn2 fallback blocking." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback logic are separate issues." + "reason": "GPT-OSS perplexity regression and GLM5 are different model-specific issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn fallback blocking." + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback logic are separate problems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and a removed docs command are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning the removed run command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + "reason": "Quantized offloading behavior is unrelated to tied-weights regression." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in TRL." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are different failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed run-command doc issue are not the same underlying change." + "reason": "A typo in cache strategies is unrelated to the removed run-command docs issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 trainer failure and GraniteMoEHybrid invalid method are different code paths." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 loading error are unrelated." + "reason": "Detokenization error and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression class: v5 mishandling of non-persistent buffers/register_buffer(persistent=False) leading to junk values." + "reason": "Same underlying regression: v5 corrupts or fills non-persistent buffers with junk on load." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug: Transformers 5.x corrupts non-persistent buffers during loading/initialization." + "reason": "Same underlying regression: non-persistent buffers are corrupted in Transformers 5.0.0 / v5 from_pretrained." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: Qwen-3-8B-NVFP4 runtime error vs GraniteMoEHybrid invalid method." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 appears in both, but one is a documentation example with processor/model mismatch and quantization failure, not the same as embedding-quality degradation." + "reason": "SigLIP2 docs-example failures are not the same as the later model-quality complaint." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different bugs: autocast dtype mismatch on Phi-tiny-MoE vs RLHF NaNs from Qwen3.5 position_ids/SDPA fallback." + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids/SDPA fallback are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is mostly heterogeneous, there are no PRs in the packet, and the only clearly duplicate subgroup is the non-persistent-buffer v5 regression (43644/43950/44534). The soft-edge verdicts are conservative and do not overclaim equivalence where the packet only shows superficial similarity." + "accept": false, + "feedback": "The main non-persistent-buffer family is well grounded, but one soft-edge accept is too speculative: issue:43054 and issue:43994 both mention SigLIP2, yet the titles only show broad quality/output complaints and do not clearly establish the same bug. Treating them as a duplicate family overstates the evidence. The other soft-edge rejections look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -903,7 +927,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36331", "issue:38175", @@ -966,8 +990,8 @@ "issue:43054|issue:45701", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43643|issue:45020", "issue:43881|issue:43883", + "issue:43643|issue:45020", "issue:43054|issue:43493", "issue:43975|issue:45520", "issue:43975|issue:45237", @@ -981,274 +1005,274 @@ "issue:44991|issue:45399", "issue:45020|issue:45356", "issue:43782|issue:44960", - "issue:43827|issue:44509", "issue:45081|issue:45399", + "issue:43827|issue:44509", "issue:43792|issue:44220", "issue:43404|issue:43950", "issue:43742|issue:45399", "issue:42915|issue:45020", "issue:43257|issue:43866", - "issue:43742|issue:45020", "issue:41553|issue:44991", + "issue:43742|issue:45020", "issue:43940|issue:45313", "issue:43872|issue:44291" ], - "prepared_review_unit_hash": "44a60c011a8406f58640a6c7569be07f9741c3e805cec9c8c949eccae19643e3", + "prepared_review_unit_hash": "0c767cb501a4f26326ce41ae80ee45216b92829601dc4ea00c60f06f84d3fdcb", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38718, - "estimated_input_tokens": 9680, - "estimated_eval_tokens": 19616 + "serialized_chars": 38721, + "estimated_input_tokens": 9681, + "estimated_eval_tokens": 19618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated transformers issues. A few soft pairs look like true duplicates around remote_code config loading, docs for removed pipeline tasks, Whisper fbank extraction, bitsandbytes/init_empty_weights, and SigLIP2 regression reports; the rest are only broad subsystem matches and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "45020 is the best umbrella among the related reports: it is open, broad, and captures the remote_code/loading regression subgroup better than the more specific issues.", + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions across different models and subsystems. Only a couple of soft duplicates look truly same-bug; most pairs are just similar failure patterns.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest and most central umbrella here: it explicitly covers recent Transformers versions breaking remote_code models, which matches the dominant loading/regression theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest triage anchor for this cluster because it is open and broad enough to absorb several of the genuine duplicate-like reports.", + "best_issue_reason": "issue:45020 is the best single issue anchor because it is broad, active, and closest to the shared theme of version-related model-loading breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Different bugs: corrupted checkpoint vs generic loading noise." + "reason": "Different problems: checkpoint corruption versus generic loading noise." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer loss-arg regression and Gemma3 ZeRO-3 loading failure are unrelated." + "reason": "Training API TypeError and ZeRO-3 model-loading IndexError are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to torch/transformers version incompatibility." + "reason": "ImportError for AutoImageProcessor is not the same as torch/transformers version incompatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad Voxtral tokenizer error message vs Molmo tied-weights attribute error are different code paths." + "reason": "Bad tokenizer error messaging for Voxtral and missing all_tied_weights_keys in Molmo are different bugs." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are loading/type errors, but bitsandbytes _is_hf_initialized and Float8 storage issues are distinct failures." + "reason": "Both are TypeErrors during loading, but the underlying failure modes are different (_is_hf_initialized vs Float8 storage lookup)." }, { "left": "issue:38175", "right": "issue:43054", - "accept": true, - "reason": "Both report SigLIP2 output degradation/regression; likely the same underlying implementation issue." + "accept": false, + "reason": "Both concern SigLIP/SigLIP2 quality, but one is zero probabilities and the other is poorer text embeddings; not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer messaging issue and glm-4v loading failure are not the same bug." + "reason": "Tokenizer-loading error for Voxtral and GLM-4V load failure are distinct model issues." }, { "left": "issue:43828", "right": "issue:45800", "accept": false, - "reason": "autocast dtype mismatch is not the same as the torch 2.4.1 / transformers 5.8 incompatibility report." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to torch/transformers version compatibility." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Specific SigLIP2 embedding regression vs generic tokenization changes; too broad to merge." + "reason": "SigLIP2 embedding quality and generic tokenization changes are not the same underlying issue." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different memory problems: LoRA checkpointing ineffectiveness vs int4 CUDA reserved-memory growth." + "reason": "Gradient checkpointing with PEFT LoRA is a different problem from increased CUDA reserved memory under int4 quantization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same underlying issue." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": true, - "reason": "Both concern remote_code / trust_remote_code breakage in recent transformers versions." + "reason": "Generic loading noise and failure to load a specific model are not the same bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v loading failure and Molmo tied-weights attribute error are different models and failures." + "reason": "Both are load failures, but one is a model-specific load problem and the other is a missing tied-weights attribute." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and broader remote_code breakage overlap only at a high level." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 HF-vs-original implementation discrepancy." + "accept": false, + "reason": "Both mention SigLIP2, but one is embedding degradation and the other is HF-vs-JAX implementation discrepancy." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization bug and flash_attn import/keyerror are unrelated." + "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + "reason": "Detokenization regression and AMD GPU support failure are different problems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise and a specific model load failure are not duplicates." + "reason": "Both involve load-time complaints, but one is generic noise and the other is a specific model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but LoRA checkpointing vs Qwen3 MoE training inefficiency are different bugs." + "reason": "PEFT LoRA checkpointing and Qwen3 MoE memory usage are different performance/behavior issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Cross-version Qwen3_moe incompatibility is not the same as a tie_word_embeddings warning." + "reason": "LoRA incompatibility across hf4.x/hf5.x and a tie_word_embeddings warning are not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are ZeRO/deepspeed-related, but Gemma3 missing-index and Qwen3 MoE weight-conversion failures are different issues." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 failure are different model-specific issues." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Detokenization bug and model loading failure are not the same underlying change." + "reason": "Different symptoms: incorrect detokenization versus a model load failure." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like bug is unrelated to remote_code loading regressions." + "reason": "Tokenizer mapping restriction in add-new-model-like is not the same as remote_code load breakage." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes storage/type error are unrelated." + "reason": "Importing Qwen2.5-VL and bitsandbytes _is_hf_initialized TypeError are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load regression and flash-attn fallback blocking are different subsystems." + "reason": "Tokenizer load failure for a specific model and flash-attn fallback blocking are not the same underlying issue." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regressions and Kimi tokenizer codec/fix_mistral_regex regression are different bugs." + "reason": "Broad remote_code breakage and a Kimi-K2.5 tokenizer regression are different issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to GLM5." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both report stale docs still referencing pipeline tasks removed in v5." + "reason": "Qwen3VL weight_only error and a generic GLM5 issue do not match." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex crash and flash-attn fallback gating are unrelated." + "reason": "Mistral regex patch crash and flash-attn fallback checks are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same doc regression: both say v5 removed pipeline tasks are still referenced in docs." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both are about the same Whisper fbank feature extraction path failing." + "accept": false, + "reason": "Whisper not running and a generic fbank feature extraction issue are too underspecified to treat as the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and non-persistent buffer corruption are different bugs." + "reason": "Untied lm_head in Mistral3 and silent corruption of non-persistent buffers are different model-state bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM load failure and flash-attn fallback logic are unrelated." + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE ZeRO loading/weight conversion and remote_code breakage are different issues." + "reason": "Qwen3 MoE FP8 failure and broad remote_code breakage are not the same concrete bug." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure and checkpoint corruption are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "MobileLLM key error and remote_code regression are unrelated." + "reason": "Voxtral tokenizer error messaging and est-roberta tokenizer loading failure are different model-specific issues." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Voxtral tokenizer error messaging and EMBEDDIA tokenizer loading regression are different bugs." + "reason": "A specific MobileLLM key error is not the same as the broad remote_code regression umbrella." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures, but different Qwen model families and no concrete shared bug evidence." + "reason": "Both are ZeRO-3 Qwen-family load failures, but they target different model variants and likely different code paths." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same init_empty_weights / _is_hf_initialized incompatibility during model loading." + "reason": "Same underlying _is_hf_initialized TypeError during model loading; these look like the same constructor-signature regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are supported by clear title-level overlap or the same documented regression subgroup (remote_code, docs removal, Whisper fbank, bitsandbytes/init_empty_weights, SigLIP2). The rejected edges are generally reasonable separations rather than overclaims." + "feedback": "The summary is grounded in the packet: issue:45020 is a reasonable umbrella for the remote_code/version-regression theme, and the cluster-wide characterization as mostly heterogeneous loading/regression bugs fits the titles. The two accepted soft duplicates also look mergeable into single fixes (docs regression; the _is_hf_initialized TypeError). I don\u2019t see an overstatement of evidence in the pair verdicts." }, "evaluator_used": true, "retried": false, @@ -1267,7 +1291,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:24643", "issue:30064", @@ -1334,8 +1358,8 @@ "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", - "issue:43950|issue:45325", "issue:43366|issue:44589", + "issue:43950|issue:45325", "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:42915|issue:43957", @@ -1352,235 +1376,235 @@ "issue:38175|issue:39692", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "f0a94ceaff6bd7bbdb5d44190a659882ce543e3093b03832fd5193cbaa368cf5", + "prepared_review_unit_hash": "f3cc03c82c93d8f091c5243d5d9294604adde4b719d63da9383c3b7d9867cfcb", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37463, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy and contains several separate bug themes; only a few pairs look like true duplicates or near-duplicates. The clearest duplicate is the Transformers 5.0 custom model initialization regression, with a couple of other plausible same-bug pairs around SigLIP2, Qwen video input, and a mask-shape IndexError family.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43646 is the broadest, most canonical wording for the custom-model initialization regression; 43645 is the notebook-specific variant of the same bug.", + "summary": "Mostly separate regression reports. Issue:43957 is the best umbrella issue because its title explicitly describes a model-loading regression on `torch.device(\"meta\")` in transformers 5.+, with concrete examples in the title; that makes it the broadest visible loading-path issue in the cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43957 is the clearest umbrella issue from the visible titles: it names a transformers 5.+ model-loading regression on `torch.device(\"meta\")` and includes concrete examples in the title. That makes it broader and more representative than the narrower loading failures elsewhere.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single representative issue in this set because it describes the underlying regression generically and is the cleanest anchor for the duplicate pair.", + "best_issue_reason": "issue:43957 is the most useful representative issue because its title captures the shared loading regression pattern in a broad but still concrete way, while staying anchored to an explicit code path (`torch.device(\"meta\")`) and example models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different failures: GLM-4.7 test loading vs NemotronH checkpoint loading." + "reason": "Both are load failures, but the titles point to different models and different failure descriptions." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different concrete bugs: Qwen3Moe FP8 failure vs bitsandbytes constructor incompatibility." + "reason": "Qwen3Moe FP8 failure and bitsandbytes constructor incompatibility are different bugs." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both mention Qwen/attention problems, but the symptoms and code paths differ (RLHF NaNs vs flash_attention s_aux handling)." + "reason": "Different models, different code paths, and different crash modes." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different loading issues: bad Voxtral tokenizer error vs a model load failure for cjvt/sleng-bert." + "reason": "One is a bad error message for Voxtral loading; the other is a load failure for a different model." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + "reason": "Both mention DeepSpeed, but the titles describe different problems: MoE weight conversion vs gradient averaging." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected trainer kwarg vs a tensor-mask shape mismatch; not the same bug." + "reason": "Unexpected trainer argument and mask/index shape mismatch are unrelated failures." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated: bitsandbytes init kwarg error vs CLIPTokenizer max-length behavior." + "reason": "bitsandbytes incompatibility and CLIPTokenizer max-length behavior are separate issues." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and symptoms: PagedAttentionCache group-type crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are different bugs." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError family with the same mask-vs-tensor shape mismatch; 44805 looks like a later report of the same off-by-one indexing bug." + "reason": "The titles describe the same mask-vs-indexed-tensor shape mismatch pattern." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same Qwen video-input regression theme; 44560 is a specific StopIteration manifestation of the broader 5.3.0 video bug." + "accept": false, + "reason": "Both are video-related, but the titles indicate different regressions and different failure points." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different bugs: DeepSpeed weight dimensionality vs void segmentation map processing." + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss support and torch.autocast dtype mismatch are different changes/failures." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different issues: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "GGUF support and a Qwen3-MoE sliding_window issue are not the same underlying bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures in different models/code paths: Bamba torch.compile SDPA vs Qwen3.5 flash-attention memory access." + "reason": "Different model families and different runtime failures." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is just the notebook-specific description of the 43646 bug." + "reason": "Both titles say Transformers 5.0.0 breaks custom model initialization; one adds the Jupyter context." }, { - "left": "issue:43950", - "right": "issue:45325", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope-index scaling." + "reason": "GGUF architecture support and missing Float8 storage are separate compatibility issues." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45325", "accept": false, - "reason": "Unrelated: GGUF support request vs missing Float8 storage type." + "reason": "Non-persistent buffer corruption and rope-index scaling are different regressions." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/video vs TRL embedding unpacking bugs." + "reason": "The titles describe different Qwen3.5/video/trainer failures, not one shared bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF model support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 vs meta-device loading regression." + "reason": "The titles point to different loading problems for different model families and different mechanisms." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing Qwen2_5_VL is a different issue from meta-device model loading." + "reason": "Missing import of a Qwen2.5-VL class is a separate export/import issue from meta-device model loading." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error is unrelated to Qwen3Moe FP8 loading." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 bad-output bug reported through different APIs; both point to the same model/processor mismatch symptom." + "reason": "Both titles center on siglip2-base-patch16-224 producing wrong outputs through different entry points." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model init regression and buffer corruption are different bugs." + "reason": "Custom model initialization and non-persistent buffer corruption do not match as the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/Whisper failures with different code paths." + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are different issues." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they are not the same model or failure mode." + "reason": "Strict config handling for granite_speech and glm4v config validation changes are different loader regressions." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different error classes and domains: video StopIteration vs mask shape mismatch." + "reason": "Video StopIteration and mask/tensor shape mismatch are not the same failure mode." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both are loading/registration issues, but the causes are different (DeepSpeed/Bert index error vs tokenizer-mapping restriction)." + "reason": "ZeRO-3/BertModel index error and tokenizer-mapping add-new-model-like failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 zero-sized tensor indexing vs tokenizer-mapping lookup failure." + "reason": "Same reasoning: different code paths and different errors." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different loading problems: dequantized model offload failure vs mmap/OOM behavior on Strix Halo." + "reason": "gpu+cpu offload load failure and Strix Halo mmap/OOM are different runtime-environment bugs." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related SigLIP2 context, but 39692 bundles multiple documentation errors and is not clearly the same single bug." + "reason": "They share the SigLIP2 model family, but the titles describe different scenarios: wrong outputs vs docs-example errors with model/processor mismatch and quantization failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 DeepSpeed load/save issues: ZeRO-3 language_model weights vs incorrect visual encoder keys on save_pretrained." + "reason": "ZeRO-3 weight loading for `language_model` and incorrect visual-encoder keys in `save_pretrained` are different parts of the workflow." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted pairs are framed as plausible same-bug matches rather than overstated certainties, and the rejected pairs are mostly conservative distinctions between different failure modes. The canonical issue choice around 43645/43646 is also well supported by the titles." + "accept": false, + "feedback": "The clustering judgment is mostly conservative, but the issue rationale overreaches the packet in places. In particular, it claims issue:43957 \"gives multiple affected models,\" which is not supported by the packet metadata shown here. Please keep the canonical/best-issue explanation grounded in the visible title-level evidence only, and avoid adding specifics that are not present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1596,7 +1620,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36010", "issue:39404", @@ -1667,8 +1691,8 @@ "issue:45362|issue:45406", "issue:42491|issue:45292", "issue:44488|issue:44991", - "issue:36010|issue:39404", "issue:43404|issue:43454", + "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:44402|issue:44488", @@ -1682,20 +1706,20 @@ "issue:44387|issue:44756", "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "d61e1ead56283f20fff914da5e7df9c6c60ff67a47fe81c9c67a9df580b5bf38", + "prepared_review_unit_hash": "d7d1530eee5bbf4ab5aa1c76f29b5fb8d87c4c7c52e93e140dae17d54c862ba0", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37320, + "serialized_chars": 37318, "estimated_input_tokens": 9330, "estimated_eval_tokens": 18916 }, @@ -1704,222 +1728,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with two separate duplicate-like families: one around non-persistent buffers being filled with junk, and one around `resize_token_embeddings` not propagating to output/decoder embeddings. The rest of the pairs are only loosely related and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "Issue #45292 is the best canonical issue for the `resize_token_embeddings` family: it states the generic propagation bug in a model-agnostic way and cleanly subsumes the model-specific variants (#45276, #45335).", + "summary": "Mostly a mixed cluster of unrelated Transformers bug reports. I only accept the clear near-duplicate regression pair around non-persistent buffers, plus the closely related resize_token_embeddings embedding-propagation pair; the BERT model-loading pair 44451/44488 is not strong enough evidence to merge.", + "confidence": 0.46, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one anchor is needed, 43644 is the best representative because it is the clearest concrete regression in the set and has the strongest near-duplicate match in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45292 is the strongest representative of the `resize_token_embeddings` subgroup because it is the broadest, most model-agnostic description. The cluster also contains a separate duplicate-like subgroup around non-persistent buffers (#43644/#44534), so #45292 is not representative of the entire cluster.", + "best_issue_reason": "43644 is the best overall issue anchor: it is specific, reproducible, and has the most defensible duplicate-style counterpart, so it best reflects the cluster\u2019s strongest shared regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same bug with near-identical wording: non-persistent buffers are filled with junk in Transformers v5." + "reason": "Same underlying Transformers v5 regression: non-persistent buffers being filled with junk; the reports are effectively paraphrases." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen/flash-attention, but the concrete failures and model behavior differ; not the same bug." + "reason": "Both are model-specific generation/flash-attention complaints, but they describe different failure modes and are not the same bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they concern different models and no shared root cause is shown." + "reason": "Only evidence is that both are BERT model-loading failures for different models; that is too weak to conclude a shared regression." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths and failure modes: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + "reason": "Different concrete bugs: Qwen3 MoE LoRA compatibility vs packed-weight loading under accelerate." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated bugs: checkpoint resume step calculation vs optimizer arguments not being used." + "reason": "Unrelated code paths: resume/max_steps calculation vs SGD arguments not being applied." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different architectures; not the same underlying issue." + "reason": "Both are loading failures, but for different models and different symptoms; not the same underlying defect." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is auto device mapping/cuda assert and the other is FP8 config failure." + "reason": "Same broad model family, but one is a CUDA assert with auto device mapping and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: LoRA model incompatibility vs token-embedding resize propagation." + "reason": "Different problems: Qwen3 MoE LoRA loading vs resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both concern memory, but one is training memory usage and the other is quantization/offloading behavior." + "reason": "Both involve memory, but one is training memory usage and the other is offloading with quantization; too different to merge." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different subsystems and failure modes: accelerate/deepspeed weight conversion vs model loading in tests." + "reason": "Different loading paths and models: Qwen3 MoE weight conversion vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a broken docs example and the other is a pipeline/AutoModel result-quality issue." + "reason": "Same model family only superficially; one is a docs/example plus quantization issue, the other is nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "No concrete overlap beyond being performance/loading issues; different models and mechanisms." + "reason": "Unrelated issues: Qwen3 MoE FP8 failure vs disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Distinct bugs affecting different Qwen variants and different loading/training paths." + "reason": "Different model-specific failures; no evidence they share the same bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training memory usage and the other is int4 CUDA reserved-memory OOM." + "reason": "Both are memory-related, but the concrete regressions and triggers are different." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Unrelated: tokenizer-mapping logic vs compiled flex_attention on newer torch." + "reason": "Different subsystems entirely: tokenizer mapping/model registration vs compiled flex_attention on torch >= 2.9." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: junk non-persistent buffers vs notebook custom-model initialization." + "reason": "Both are Transformers 5.0.0 regressions, but they affect different initialization paths and are not the same bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but the crash conditions and root causes are different." + "reason": "Different flash-attention crashes with different triggers and failure modes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different bugs in different model stacks: Qwen chat crash vs Gemma4Processor missing `_tokenizer`." + "reason": "Different model/component failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different issues: versioned Qwen3 MoE LoRA incompatibility vs generic embedding-resize propagation." + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-loading failures, but for different model repos with no evidence of the same root cause." + "reason": "Both are load failures, but the affected models and likely causes differ." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "Related to weight tying, but they are different models with different manifestations." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both involve untied `lm_head`, but they are model-specific implementations and not clearly the same concrete bug." + "reason": "Different breakages: missing GenerationMixin import vs Whisper pipeline return_language regression." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not update model-specific downstream embeddings/output weights." + "reason": "Same underlying resize_token_embeddings propagation bug across closely related model implementations." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load regressions: extra_state handling vs unexpected `_is_hf_initialized` during `init_empty_weights`." + "reason": "Different loading/saving problems: extra_state handling vs unexpected _is_hf_initialized during init_empty_weights." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "A tokenizer vocab mismatch is not the same as the separate model-loading failure in `sleng-bert`." + "reason": "Tokenizer vocab-size mismatch vs a separate model-loading failure for another model." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and different reported failures; no shared code-path bug is evident." + "reason": "Only loosely related by vision/model family; the concrete bugs differ." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model architectures and failure modes: sparse-layer creation vs FSDP2/shared_kv_states rebuilding." + "reason": "Different structural bugs in different models: sparse-layer config vs FSDP2 shared_kv_states handling." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch-version compatibility is too broad here; one is general incompatibility, the other is meta-device loading breakage." + "reason": "Unrelated: torch 2.10 compatibility vs model loading with torch.device(\"meta\")." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different training/runtime issues: gradient checkpointing with LoRA vs apex RMSNorm memory leak." + "reason": "Different topics: gradient checkpointing with PEFT LoRA vs an apex.FusedRMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model problems: FSDP2 attention state handling vs `from_config` not unwrapping `text_config`." + "reason": "Different model-family issues: Gemma-4 FSDP2 attention state vs unwrapping text_config for composite Qwen configs." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory related, but the failure mechanisms are different." + "reason": "Both are memory-related, but the concrete bugs are different and not mergeable as one fix." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different Qwen versions and different lifecycle stages: loading in tests vs checkpoint saving correctness." + "reason": "Different regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different problems: int4 quantization memory regression vs mmap-related OOM on Strix Halo." + "reason": "Different performance/memory problems with different triggers; no shared underlying bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "No meaningful overlap beyond both affecting model loading." + "reason": "Different failure modes: init_empty_weights type error vs mmap-related OOM mitigation." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but `best_issue_reason` overstates the evidence by calling #45292 the representative of the \u201conly clearly duplicate issue family\u201d even though the packet also contains a clearly duplicate buffer-junk family (#43644/#44534). The resize_token_embeddings canonicalization looks reasonable, and the accepted soft-edge pairs are conservative, but that specific framing is not supported by the cluster." + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too strong: issue:44451 vs issue:44488. From the packet we only know both are model-loading failures for different BERT models; that is not enough to conclude they are the same regression. The other accepted pairs are more defensible, but this overstates the evidence, so I cannot accept the review." }, "evaluator_used": true, "retried": true, @@ -1938,7 +1962,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:39404", "issue:40990", @@ -1998,8 +2022,8 @@ "issue:44164|issue:44756", "issue:45588|issue:45663", "issue:41720|issue:44155", - "issue:44479|issue:44877", "issue:43646|issue:43708", + "issue:44479|issue:44877", "issue:43854|issue:44960", "issue:43957|issue:44756", "issue:45292|issue:45335", @@ -2010,11 +2034,11 @@ "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:44479|issue:45663", - "issue:39404|issue:45701", "issue:43906|issue:44530", + "issue:39404|issue:45701", "issue:43611|issue:43645", - "issue:43931|issue:44863", "issue:43425|issue:43716", + "issue:43931|issue:44863", "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:39404|issue:44912", @@ -2022,264 +2046,264 @@ "issue:44265|issue:44898", "issue:43299|issue:43931", "issue:44479|issue:44805", - "issue:43856|issue:44756", "issue:43425|issue:44918", + "issue:43856|issue:44756", "issue:44589|issue:45084", "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "33e7ca2ffc966510e98149188c689be5840cbd6880fa142255934837fd9f0553", + "prepared_review_unit_hash": "31a9adc47ac252851a14391345bb3396f086dc5769a292cc2300512ca850e2e4", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38389, - "estimated_input_tokens": 9598, - "estimated_eval_tokens": 19452 + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers/model-specific regression issues that only look similar textually. The only clear duplicate family is the resize_token_embeddings/output_embeddings bug across Gemma4, generic output_embeddings, and t5gemma variants.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45292 is the broadest, most general statement of the one real duplicate family: resize_token_embeddings not updating output embeddings. The other members are model-specific variants of the same underlying bug.", + "summary": "Mostly a conservative cluster of Transformers v5/model-loading regressions, with only the resize_token_embeddings family showing clear duplicate-level overlap. The 44402/44451 tokenizer-vocab pair should stay rejected given the limited evidence for 44451.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the clearest center of gravity: a concrete Transformers 5 loading regression in custom-model handling via base_model_prefix, representative of the broader cluster without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the cluster because it captures the shared concrete bug without narrowing to a single architecture, making it the best canonical issue for the accepted duplicate set.", + "best_issue_reason": "issue:43611 is the best anchor for the issue cluster because it is concrete, broadly representative of the repeated v5 custom-model loading failures, and less narrow than the model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading complaints, but they involve different models and different failures (runtime error vs bf16 fallback), so not the same bug." + "reason": "Both are loading/quantization-related, but they concern different models and different quantization behaviors; too broad to treat as the same bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "PEFT LoRA gradient checkpointing ineffective is a different problem from checkpointing being disallowed in eval mode." + "reason": "Both mention gradient checkpointing, but one is about LoRA ineffectiveness and the other is about eval-mode restriction; different failures." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Save/pretrained permission propagation and loading the wrong custom module after save are different save/load bugs." + "reason": "Both involve save/from_pretrained and custom modules, but one is about permissions and the other is loading the wrong module; distinct code paths." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings regression: embeddings/output heads are not updated; 45276 is a Gemma4-specific instance of the broader 45292 bug." + "reason": "Same underlying resize_token_embeddings propagation bug: both report updated embeddings not being reflected after resizing, with Gemma4 as a model-specific instance." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/position_ids regression." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated subsystems." + "reason": "One is a save/from_pretrained extra_state bug; the other is an mmap/OOM issue. Different code paths and symptoms." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states KeyError are different concrete code-path failures." + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states KeyError are distinct runtime/model failures." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "cudaErrorAssert on auto device mapping and AudioFlamingo3 token leakage are unrelated bugs." + "reason": "Different models, different symptoms, and no concrete evidence of a shared root cause beyond a vague inference/batched-inference overlap." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are different issues." + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps accounting are unrelated bugs." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as resume_from_checkpoint max_steps being miscomputed." + "reason": "A video-input regression and strict config handling for granite_speech are different issues." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different model families and failures: GLM-4.7-Flash test loading vs GLM5 loading." + "reason": "GLM-4.7-Flash load failure and GLM5 are different model issues with no concrete shared bug shown." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "meta-device loading breakage and mmap/OOM are distinct loading-path problems." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure mechanisms." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: output/decoder embeddings are not updated after resizing." + "reason": "Same resize_token_embeddings bug: output_embeddings and decoder.embed_tokens both fail to update after resizing, across model variants." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same concrete defect." + "reason": "The shared tokenizer/vocab_size explanation is not sufficiently grounded for issue:44451; its title is too generic to confirm the same underlying bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization regression is unrelated to extra_state save/from_pretrained handling." + "reason": "Notebook custom-model initialization and extra_state save/load handling are not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading breakage." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE conversion/load issue and NemotronH checkpoint loading failure are separate model-loading bugs." + "reason": "Both are checkpoint-loading problems, but they involve different model families and distinct root causes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility and a specific autocast dtype mismatch are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime/storage problems." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are different errors." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Qwen VL video regression and Gemma4 FSDP2 KeyError are different failures." + "reason": "Video-input regression and Gemma-4 FSDP2 attention-state bug are unrelated." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper return_language pipeline breakage and tokenizer changes across versions are not the same bug." + "reason": "Isolated reproduction of an older issue and a PagedAttentionCache linear_attention crash are not the same bug." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "A reproduction of a prior issue is not the same as the Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "Whisper return_language pipeline behavior and tokenizer changes across versions are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook model initialization; too different to merge." + "reason": "Both are Transformers 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-specific model definition/init behavior." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are different model-specific loading failures." + "reason": "Torch compatibility issues and Mistral-3 image-preprocessor dtype mismatch are different issues." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the Mistral-3 preprocessor/model dtype mismatch." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-specific bugs." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and 'Can't compile non template nodes' are different errors in different subsystems." + "reason": "PagedAttentionCache group-type crash and template-node compile error are different code paths." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning return_all_scores and docs mentioning removed pipeline tasks are separate documentation issues." + "reason": "Both are docs-related, but they point at different outdated pipeline topics, not the same documentation bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline language-return regression is unrelated to MXFP4/bf16 quantization fallback." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma4 shared_kv_states rebuild are different bugs." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 attention-state rebuilding are unrelated model issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Perceiver non-default resolution failures are unrelated." + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are different problems." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL-style models, but one is a MoE loading regression and the other is a weight-shape mismatch; not the same defect." + "reason": "Both involve Qwen3-VL loading, but one is a v5.dev0 loading regression and the other is a shape-mismatch report; not enough evidence they are the same bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask/tensor shape mismatch are different symptoms with no clear shared code path." + "reason": "Video input regression and mask/tensor shape IndexError are unrelated." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different memory problems in different contexts." + "reason": "Torch compatibility issues and Qwen3.5 embedding unpacking in TRL SFT are different failures." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different resource problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage object lookup and template-node compilation errors are different failures." + "reason": "Float8 storage lookup failure and compile error on non-template nodes are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b and gradient checkpointing ineffective with PEFT LoRA are unrelated issues." + "reason": "Extremely high perplexity on gpt-oss-20b and gradient-checkpointing/LoRA behavior are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45292 is the clearest canonical issue for the resize_token_embeddings/output_embeddings family, and the two accepted soft pairs are well-supported by the issue titles/descriptions. The other soft-edge rejections are conservative and do not overclaim shared bugs." + "accept": false, + "feedback": "The overall cluster framing is mostly conservative, but one soft-edge acceptance is overstated: issue:44402 vs issue:44451. The packet only gives a generic title for 44451 (\u201cLatest version cannot load 'vesteinn/ScandiBERT'\u201d), so the claim that both are the same tokenizer/vocab_size mismatch is not grounded enough from the provided evidence. The resize_token_embeddings acceptances are well-supported, but this one should stay rejected or be marked tentative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2295,7 +2319,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:32090", "issue:34567", @@ -2380,235 +2404,238 @@ "issue:36032|issue:43645", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "98202ebf9447becc4f9e01933fe2749f2f0d39660ec3bb6fc78f8637804b8aca", + "prepared_review_unit_hash": "3900e3440555db2056f9842c517ee1b51d90580dc7824ef4689aa6fcf1839b3a", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37019, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly superficial similarity across unrelated regression reports. The only remotely close pair is 44206/44220, but the evidence is still too thin to treat it as a confirmed duplicate without shared targets, filenames, or explicit linkage.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44206 is the most concrete audio-preprocessing report in the set, with the clearest crash path and symptoms, but it should only be treated as the best representative of a weakly related pair, not as a proven duplicate anchor.", + "summary": "This cluster is thematically similar but not duplicate-tight: it mixes many separate Transformers v5 regressions, model-specific loading bugs, and a few unrelated runtime issues. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43644 is the broadest representative of the cluster: a core Transformers v5 regression affecting model initialization/state handling across models, which makes it the best umbrella issue among these mostly separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44206 is the strongest issue candidate overall because it is specific and actionable, and it is the closest thing here to a shared underlying bug among the soft-similarity pairs.", + "best_issue_reason": "Issue 43644 is the strongest single anchor because it is a framework-level regression with wider impact than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch version compatibility and an MPS runtime TypeError are different failures." + "reason": "Different failures: Torch version compatibility vs an MPS-specific histogram/int dtype error." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated code paths." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated code paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer regressions, but they affect different models and different failure modes." + "reason": "One is incorrect masked-LM output; the other is tokenizer loading failure for a different model." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Bad SigLIP2 outputs and ModelOutput key assignment are different underlying bugs." + "reason": "SigLIP inference quality bug vs ModelOutput key assignment logic bug are not the same issue." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflicts do not match GGUF loading failures." + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file loading breakage." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load handling is distinct from composite Qwen config unwrapping." + "reason": "Save/load extra_state handling and composite config unwrapping are different serialization/config bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "ZeRO3/BertModel init and compiled flex_attention on newer torch are unrelated regressions." + "reason": "DeepSpeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on newer Torch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure and Mistral regex/backend_tokenizer errors are different issues." + "reason": "Different model-loading regressions: a repo-specific tokenizer failure vs a Mistral regex patch backend attribute error." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType and Whisper return_language are unrelated." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline failure are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state serialization and Qwen video-input regression are different failures." + "reason": "extra_state save/load handling is not the same as the Qwen video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "These are different model-loading bugs with different subsystems involved." + "reason": "Both are load-time failures, but they involve different models and different root causes." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity behavior and runtime special-token post-processing are not the same bug." + "reason": "High perplexity on a model is unrelated to tokenizer post-processor updates for runtime special-token changes." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup and `_is_hf_initialized` are unrelated." + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized flag regression are separate behaviors." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata and a specific model load failure are different issues." + "reason": "Missing tied-weights attribute in Molmo is unrelated to a specific BERT model loading failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but they affect different loading/initialization mechanics." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both look audio-related, but this packet only shows title-level similarity and no shared target, file, or deterministic evidence of the same crash." + "reason": "Audio feature-extraction failures, but not the same concrete bug: unsupported argument vs fbanks helper error." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation errors are unrelated." + "reason": "Mistral image dtype mismatch is unrelated to a template compilation error." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are different model-specific loading regressions." + "reason": "Two different repository-specific loading failures with no clear shared code-path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal IterableDataset finetuning failures are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Config field loss with trust_remote_code is not the same as PagedAttentionCache linear_attention errors." + "reason": "trust_remote_code config field loss is a config serialization issue, not the PagedAttentionCache linear_attention crash." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but decode flag handling and empty-transcription generation are different bugs." + "reason": "Both involve Whisper text handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after alignment." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization are not the same concrete failure." + "reason": "Shared v5 theme, but distinct bugs: junk non-persistent buffers vs custom model initialization failure." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Tied-weights attribute errors and tokenizer loading regressions do not share the same root cause." + "reason": "Different models and symptoms: missing all_tied_weights_keys vs tokenizer loading regression." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer loading and Qwen3Moe FP8 config failures are unrelated." + "reason": "Tokenizer special-token method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different checkpoint-loading regressions with no shared code-path evidence." + "reason": "Different model-loading failures for different repos; no evidence of the same underlying defect." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped-mm tracing errors and non-template-node compilation errors are unrelated." + "reason": "Torch Dynamo grouped_mm error on Mixtral is unrelated to a non-template-node compile error." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve loading, but one is a broad API break and the other is a model-specific v5 failure." + "reason": "Both concern GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FP8 configuration failure and linear_attention cache issues are different Qwen/MoE bugs." + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantized loading and GGUF loading failures are different problems." + "reason": "GPU/CPU offload dequantization failure is not the same as a Qwen2.5-GGUF loading regression." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and Qwen2.5-VL rope index scaling are distinct regressions." + "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope-index scaling bug are separate model behaviors." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Untied lm_head weights and device-dependent serialization of tied weights are not the same bug." + "reason": "Un-tied lm_head weights in Mistral3 and inconsistent serialization of lm_head.weight are related in topic but not the same fixable bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflicts and Jupyter custom-model initialization breakage are different issues." + "reason": "Tokenizer method naming conflict is unrelated to Jupyter custom-model initialization breakage." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are different code paths." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The review is mostly grounded, but it overstates the evidence for the one accepted soft pair. The packet only shows title-level soft similarity between issue:44206 and issue:44220, with no deterministic accept or shared targets/files, so calling it a true duplicate / the only real duplicate relationship is stronger than the evidence supports. A more conservative verdict would be to mark that pair as possible or uncertain duplicate rather than accepted." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -2624,11 +2651,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36032", "issue:40990", "issue:41553", + "issue:42175", "issue:42915", "issue:43262", "issue:43296", @@ -2636,7 +2664,7 @@ "issue:43322", "issue:43377", "issue:43404", - "issue:43421", + "issue:43425", "issue:43531", "issue:43540", "issue:43582", @@ -2645,7 +2673,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43818", "issue:43819", "issue:43856", "issue:43994", @@ -2658,7 +2685,6 @@ "issue:44451", "issue:44479", "issue:44534", - "issue:44568", "issue:44589", "issue:44610", "issue:44683", @@ -2673,21 +2699,22 @@ "issue:45216", "issue:45325", "issue:45357", + "issue:45542", "issue:45663" ], "soft_pairs": [ "issue:43262|issue:43377", "issue:43646|issue:44534", - "issue:43994|issue:44610", "issue:44987|issue:44991", + "issue:43994|issue:44610", "issue:43322|issue:43540", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:45216|issue:45357", - "issue:44451|issue:45081", "issue:43645|issue:44534", - "issue:44265|issue:44610", + "issue:44451|issue:45081", "issue:42915|issue:45084", + "issue:44265|issue:44610", "issue:44220|issue:44683", "issue:44987|issue:45081", "issue:43404|issue:45127", @@ -2695,232 +2722,232 @@ "issue:43632|issue:44756", "issue:43296|issue:43531", "issue:44062|issue:44987", - "issue:36032|issue:43742", "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:43531|issue:44877", "issue:43611|issue:44534", - "issue:40990|issue:44811", "issue:42915|issue:44589", + "issue:40990|issue:44811", "issue:44479|issue:45325", "issue:43317|issue:43856", - "issue:43421|issue:44568", - "issue:43818|issue:45357", - "issue:44079|issue:45663" + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "0a58aa9477d8e649a17c32d8692c24ea9f6ab27b98107ebead28dee6ad2225b5", + "prepared_review_unit_hash": "64a0042d1e3eb0bc17bbaf05a45dd6c1b9bf9da945985fad309882d18134b1a1", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36779, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct model- or feature-specific regressions. The only clear duplicate thread is the Qwen3.5 `save_pretrained` checkpoint bug; most other soft pairs are too broad or too different in code path to merge.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45216 is the best representative of the only clear duplicate thread here: it states the Qwen3.5 `save_pretrained` regression at a higher level, while 45357 narrows it to the visual-encoder key mapping symptom.", + "summary": "Mostly a heterogeneous set of issue reports, with only a couple of clear duplicate-like pairs. The strongest duplicate candidates are the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend dependency pair; the rest are separate model-specific or subsystem-specific bugs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43611 is the best overall anchor because it describes a broad, high-signal Transformers v5 loading regression with wide potential impact; most other items are narrower model-specific failures or unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the strongest anchor for deduping this batch because it captures a concrete, reproducible serialization regression and has a later follow-up that looks like the same bug.", + "best_issue_reason": "issue:43611 is the strongest representative issue among the set, but only as a broad v5-loading regression anchor rather than a true umbrella duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Different bugs: audio chat-template sampling-rate default vs MIMI batching/padding-mask mismatch." + "reason": "Different bug classes: audio chat-template sampling-rate default vs MIMI batch/single padding-mask mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "One is custom model initialization; the other is non-persistent buffer contents in v5." + "reason": "Both are Transformers v5 regressions, but one is custom model init while the other is non-persistent buffer initialization; different code paths and symptoms." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 nonsense outputs vs OmDet-Turbo input-size mismatch." + "reason": "Both are loading failures, but they affect different models and likely different causes; no clear shared code-path bug." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Both are loading failures, but on different models and likely different code paths; not the same concrete bug." + "reason": "Different multimodal regressions: nonsensical outputs vs wrong processor image size." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load-time segfault is unrelated to Qwen3OmniMoe video processing ValueError." + "reason": "Unrelated model families and failures: Llava Next segfault vs Qwen3OmniMoe video ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic load-time noise is not the same as a tokenizer patch crashing on Mistral regex fixing." + "reason": "General loading noise vs a specific Mistral regex patch crash; not the same bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Batch-vs-single padding behavior in MIMI is unrelated to DAC latent/forward mismatch." + "reason": "Both are audio-related, but one is padding-mask batching behavior and the other is DAC latent/STE mismatch; different underlying issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` serialization regression; 45357 looks like a later, more specific manifestation of the same incorrect checkpoint-key handling." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Different models and failures: ScandiBERT loading vs Mistral tokenizer regex patch crash." + "reason": "Same underlying Qwen3.5 save_pretrained regression: incorrect checkpoint/visual encoder key serialization across versions." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization regression is not the same bug as junk-filled non-persistent buffers." + "reason": "Different v5 regressions affecting custom model initialization vs buffer loading state." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Export/checking logic failure is unrelated to processor image-size mismatch." + "reason": "Different failures: a model load failure for ScandiBERT vs a Mistral tokenizer regex patch crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and template-node compilation error are different issues." + "reason": "Different issues: FineGrainedFP8Config load failure vs a template compilation TypeError." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor size mismatch." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention regression do not share the same code path." + "reason": "Audio feature extraction vs compiled flex_attention on new torch versions; different subsystems." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model-loading regressions on different models." + "reason": "Different models and distinct failure modes; no shared concrete bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to LoRA merge collapse after vocabulary extension." + "reason": "Both involve weights/ties, but one is a multimodal lm_head tying bug and the other is LoRA merge collapse after vocab extension; not the same change." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error message vs Apple Silicon allocator TypeError are unrelated." + "reason": "Bad AutoTokenizer error message vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized / init regression and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized breakage and mmap OOM are unrelated regressions." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window issue are distinct model bugs." + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window bug; unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to model/tokenizer loading regressions on named checkpoints." + "reason": "Tokenizer AddedToken argument duplication vs model loading failure for a specific repo; not the same bug." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "T5Tokenizer special-token conflict and MobileLLM key error are different loading problems." + "reason": "Both involve model loading, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized constructor compatibility." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Different failure modes: Qwen3Moe FP8 config issue vs `_is_hf_initialized` argument error." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different code paths." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "MoE sliding_window behavior and strict config preventing granite_speech loading are unrelated." + "reason": "Qwen3-MoE sliding_window handling and granite_speech strict config loading are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as non-persistent buffer corruption." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer junk; not the same underlying bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "Both touch float8/quantization, but one is FineGrainedFP8Config and the other is missing Float8 storage support; different concrete failures." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Qwen3Moe FP8 failure and missing Float8 storage type are separate low-level issues." + "reason": "High perplexity on a language model is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video behavior, but the titles point to different symptoms and input modes; not clearly the same concrete bug." + "reason": "Both are Qwen VL-family regressions, but one is a broad video-input regression and the other is a specific still-image rope_index scaling bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map offload failure and Qwen3 MoE training memory inefficiency are different problems." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime special-token post-processor sync is not the same bug as BOS/EOS not being added for mdeberta-v3-base." + "reason": "device_map/offload loading failure and MoE training memory usage are different problems." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Torch version incompatibility is unrelated to loading-noise output." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same underlying TensorFlow backend packaging/detection problem: TensorFlow is missing while the install exposes a TF-related backend state through optional extras." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, 45216/45357, is reasonably supported by the titles as the same Qwen3.5 save_pretrained regression with a more specific follow-up symptom. The remaining false verdicts are appropriately cautious and do not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and the soft-edge calls stay conservative. The two accepted duplicate-like pairs are plausible from the issue titles, and the rest are appropriately treated as separate bug classes. The canonical anchor choice is also reasonable as a broad v5 loading regression, not a claim that the whole cluster is one duplicate." }, "evaluator_used": true, "retried": false, @@ -2939,10 +2966,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:33666", - "issue:35707", "issue:36032", "issue:40444", "issue:41720", @@ -2950,7 +2976,7 @@ "issue:42915", "issue:43296", "issue:43377", - "issue:43425", + "issue:43421", "issue:43454", "issue:43482", "issue:43525", @@ -2960,6 +2986,7 @@ "issue:43644", "issue:43646", "issue:43792", + "issue:43818", "issue:43828", "issue:43881", "issue:43957", @@ -2972,33 +2999,33 @@ "issue:44466", "issue:44488", "issue:44534", + "issue:44568", "issue:44589", "issue:44617", "issue:44683", "issue:44829", - "issue:44877", "issue:44898", "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538", - "issue:45542", "issue:45800" ], "soft_pairs": [ - "issue:43425|issue:44403", - "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:43818|issue:45357", "issue:36032|issue:41720", "issue:43632|issue:44534", - "issue:33666|issue:40444", "issue:44683|issue:45020", "issue:43792|issue:44589", "issue:44403|issue:44991", + "issue:33666|issue:40444", "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:40444|issue:45325", @@ -3008,273 +3035,256 @@ "issue:41720|issue:45081", "issue:44265|issue:45072", "issue:42175|issue:43296", - "issue:43611|issue:43646", "issue:43632|issue:45072", - "issue:44079|issue:44534", + "issue:43611|issue:43646", "issue:43531|issue:44291", + "issue:44079|issue:44534", "issue:43994|issue:44898", "issue:43454|issue:44466", "issue:43881|issue:44488", - "issue:42915|issue:43482", "issue:43828|issue:44683", + "issue:42915|issue:43482", "issue:44079|issue:45072", - "issue:43644|issue:44079", "issue:43792|issue:43957", + "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:45325|issue:45381", "issue:43296|issue:45800", - "issue:44387|issue:44617", - "issue:35707|issue:40444", - "issue:44291|issue:44877" + "issue:44387|issue:44617" ], - "prepared_review_unit_hash": "7b6cec7d3b4f4222ed8ca3541091fe59e07ce299d9cb8c0a30d984f800b25d19", + "prepared_review_unit_hash": "afc176463741799ceec5b9a3a450c0df55995564e0fa6da63996021f17f32de1", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38174, - "estimated_input_tokens": 9544, - "estimated_eval_tokens": 19344 + "soft_pair_count": 33, + "serialized_chars": 37775, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose group of Transformers v5 regression reports, with one clear duplicate-like pair around TensorFlow/backend installation. Most other pairs are only thematically similar, not the same bug.", - "confidence": 0.78, - "canonical_issue_reason": "43632 is the best representative because it captures a concrete Transformers v5 model-initialization regression that sits near several other loading/init failures in the set.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs, not a set of true duplicates. The only strong commonality is that many issues involve recent v5-era loading/init regressions, but the concrete failure modes differ.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item here ('Recent transformers versions break models using `remote_code`') and best represents the shared v5-breakage theme, though it is not a true duplicate of most others.", "canonical_pr_reason": null, - "best_issue_reason": "43632 is also the strongest global issue choice: it is concrete, clearly bug-focused, and closest to the recurring v5 loading/initialization breakages across the cluster.", + "best_issue_reason": "issue:45020 is the most globally representative issue for the cluster because it covers the widest scope of recent-version loading regressions; the rest are mostly narrower, distinct manifestations.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Unrelated failures: one is torch version incompatibility, the other is a loading-noise/reporting issue." + "reason": "Both involve tokenizer special tokens, but one is about runtime post-processor updates and the other about BOS/EOS not being added; different bugs." }, { - "left": "issue:42175", - "right": "issue:45542", - "accept": true, - "reason": "Both describe the same backend packaging bug where installing the torch extra leaves TensorFlow backend support broken/undefined." + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failure modes: Video-LLaVA tower architecture vs Qwen3.5 visual-encoder save_pretrained keys." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different models and failures: T5 tokenizer load conflict vs Qwen3 auto device-map CUDA assert." + "reason": "Tokenizer class method conflict vs CUDA assert during auto device mapping; no shared underlying bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both mention v5 regressions, but they are different concrete bugs: `_is_hf_initialized` handling vs non-persistent buffer serialization." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but the reported failures are different and not clearly the same code-path bug." + "reason": "Both are v5 init-related regressions, but one is the `_is_hf_initialized` flag and the other is non-persistent buffer contents." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Different scope: torch>=2.9 flex_attention compilation failure vs remote_code loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different root causes and symptoms: Whisper model runtime failure vs missing Float8 storage type." + "reason": "Whisper run failure and missing Float8 storage are distinct runtime issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unrelated: logging noise on load vs tokenizer loading failure for a specific model." + "reason": "Generic loading noise vs tokenizer load failure for a specific model; not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal training issues, but one is Qwen2-VL multi-GPU training and the other is iterable-dataset multi-image batching." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different components: GGUF/model loading under v5 vs CLIPTokenizer max length behavior." + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated tokenizer/loading problems." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training pathologies: flash_attention_3 degenerate training vs binary classification zero-loss issue." + "reason": "Different training pathologies: flash_attention_3 degenerate training vs single-label classification zero-loss behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both concern Qwen2.5-VL, but one is multi-image iterable-dataset finetuning and the other is rope/index scaling for still images." + "reason": "Different Qwen2.5-VL bugs: iterable-dataset multi-image prompt handling vs still-image temporal position IDs scaling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different bugs: GGUF loading failure vs missing `pad_token_id` on Llama4Config." + "reason": "Different loading failures affecting different model/config classes; no shared root cause evident." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are loading/init-related, but one is an unexpected `_is_hf_initialized` argument and the other is a float8 storage lookup failure." + "reason": "`init_empty_weights` argument handling and Float8 storage lookup are separate v5 compatibility problems." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different model families and different symptoms: MIMI padding-mask discrepancy vs Gemma3 NaN embeddings with sliding-window attention." + "reason": "Both are batching-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different code paths: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in CI." + "reason": "`torch.export`/`torch_compilable_check` failure and dtype mismatches are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different packages and failure modes: missing TensorFlow backend in install vs PaddleOCR-VL loading failure in vLLM." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 model-loading regressions, but the concrete bugs differ: base_model_prefix loading vs custom initialization behavior." + "reason": "Different package/model-loading regressions: missing TensorFlow backend vs PaddleOCR-VL load failure." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different issues: initialization-flag breakage vs dtype mismatch in inference." + "reason": "`_is_hf_initialized` breakage and bfloat16 dtype mismatch are separate regressions." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different problems: ModelOutput key assignment vs junk-filled non-persistent buffers." + "reason": "Both involve v5 model loading/init, but one is `base_model_prefix` loading and the other is custom initialization; not the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs init_empty_weights argument error." + "reason": "Sliding-window Qwen3-MoE behavior and `init_empty_weights` argument errors are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal state bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver resize/interpolation failure." + "reason": "Different vision model failures: SigLIP2 AutoModel/pipeline output vs Perceiver non-default resolution classification." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to lm_head/tied weights, but one is broken tying causing garbage generation and the other is serialization inconsistency by device." + "reason": "Both mention lm_head/tied weights, but one is failed weight tying and the other is serialization inconsistency depending on device." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and failures: glm-4v-9b load failure vs cjvt/sleng-bert load failure." + "reason": "Two separate model loading failures with no concrete shared mechanism." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43828", + "right": "issue:44683", "accept": false, - "reason": "Different model stacks and causes: FineGrainedFP8Config failure vs GGUF loading failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention on torch>=2.9." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Different numerical-path bugs: autocast dtype mismatch vs compiled flex_attention failure on newer torch." + "reason": "Qwen3Moe FineGrainedFP8Config and Qwen2.5-GGUF loading failure are different model/config issues." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: ModelOutput key handling vs inference dtype mismatch." + "reason": "ModelOutput key handling and dtype mismatch are unrelated." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Different regressions: non-persistent buffer values vs ModelOutput key assignment." + "reason": "Whisper loading/runtime failure and meta-device loading breakage are different problems." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different loading problems affecting different models and mechanisms." + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are different subsystems." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is image finetuning with multiple images and the other is video position-id handling; not the same bug." + "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset multi-image batching and the other is video vision_position_ids." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL positional-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge as one bug." + "reason": "Same model family, but different concrete bugs: still-image temporal position scaling vs video vision_position_ids." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different problems and versions: PaddleOCR-VL loading failure vs torch 2.4.1/transformers 5.8.0 incompatibility." + "reason": "PaddleOCR-VL loading under 4.53.0 and torch/transformers version incompatibility are not the same issue." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both end in OOM, but one is reserved-memory growth under int4 quantization and the other is a model-specific CUDA OOM." - }, - { - "left": "issue:35707", - "right": "issue:40444", - "accept": false, - "reason": "Different generation/training failures: progressive generation with inputs_embeds/past_key_values vs multi-image iterable finetuning." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "Different init/config issues: unexpected `_is_hf_initialized` argument vs strict config rejecting granite_speech." + "reason": "Int4 quantization memory regression and Sam3Video OOM are distinct OOM reports with different causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The single accepted pair (42175/45542) is plausibly the same TensorFlow-backend packaging bug, and the rest of the verdicts avoid overstating similarity. The representative issue choice is also reasonable for this cluster\u2019s v5 loading/init regressions." - }, - "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 }, @@ -3289,7 +3299,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:34634", "issue:35707", @@ -3320,11 +3330,12 @@ "issue:43883", "issue:44186", "issue:44265", + "issue:44291", "issue:44423", "issue:44466", "issue:44610", "issue:44683", - "issue:44756", + "issue:44877", "issue:44898", "issue:44977", "issue:44991", @@ -3340,252 +3351,254 @@ "issue:45759" ], "soft_pairs": [ + "issue:35707|issue:40444", + "issue:44291|issue:44877", "issue:43526|issue:43883", "issue:43606|issue:44265", "issue:43317|issue:43873", - "issue:44186|issue:44265", - "issue:43701|issue:45325", "issue:43881|issue:44991", + "issue:43701|issue:45325", + "issue:44186|issue:44265", "issue:43632|issue:45563", "issue:43606|issue:43819", "issue:43262|issue:43746", "issue:44610|issue:45325", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:40990|issue:45584", - "issue:39692|issue:40444", "issue:43454|issue:45072", "issue:43377|issue:44898", + "issue:40990|issue:45584", "issue:43572|issue:45759", + "issue:39692|issue:40444", "issue:44466|issue:45357", "issue:43296|issue:44991", "issue:43454|issue:43720", - "issue:43873|issue:45701", "issue:43792|issue:44683", + "issue:43873|issue:45701", "issue:41720|issue:44977", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:44186|issue:45072", "issue:44423|issue:45406", + "issue:44186|issue:45072", "issue:34634|issue:35707", "issue:43577|issue:43708", "issue:35707|issue:41720", - "issue:43873|issue:44756" + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "2081391a90b079d364efa34e72eb3b1b970c6f560c46639256b479c55f15d5ba", + "prepared_review_unit_hash": "90f1f1393dc0d43685e5d4acf0c6c45f8cd0c812ad80d5f4b5ff036d60b4d26e", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36685, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues. The soft edges mostly reflect broad topical similarity (model loading, offloading, multimodal serving, tokenization, training) rather than the same underlying bug or change, so none should be merged.", - "confidence": 0.96, + "summary": "No soft pair looks like a true duplicate: the items span unrelated bugs in audio, vision, tokenizer/config loading, offloading/quantization, generation, and serialization. I would reject all candidate merges.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best anchor if one must pick: it is open, has the most discussion/inbound references here, and is framed broadly around offloading with quantization.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable dataset handling for multiple images." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated root causes: init_empty_weights/_is_hf_initialized argument handling vs strict config blocking granite_speech loading." + }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different failures in different models: BEiT Fast label reduction vs Molmo tied-weights attribute error." + "reason": "Different code paths: BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys attribute." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "One is Bark CPU-offload device mismatch; the other is a torch.export/torch_compilable_check export failure." + "reason": "One is a Bark CPU offload device-mismatch bug; the other is torch.export failing on torch_compilable_check. Not the same bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader quantization offload complaint." + "reason": "Both mention offloading, but one is dequantized model loading with device_map=auto and the other is quantization/offloading behavior generally; not the same concrete failure." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Unrelated code paths: LayoutLMv2 tokenization/padding vs torch.export failing on torch_compilable_check." + "reason": "Completely different: glm-4v-9b load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL temporal rope indexing." + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope index temporal position scaling." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Different models and layers: GLM-4V loading failure vs tokenizer loading regression for est-roberta." + "reason": "Tokenizer padding/NER crash is unrelated to export failing on torch_compilable_check." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "Transformers v5 init-flag regression is unrelated to a paged generate warning about num_return_sequences." + "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to stale num_return_sequences warning in paged generate." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to DAC.from_latents versus forward mismatch." + "reason": "Bark CPU offload device mismatch is not the same as DAC.from_latents missing STE behavior." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor image-size mismatch is unrelated to Qwen2.5-VL rope index scaling." + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Qwen2.5-VL temporal position id scaling." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying bug in AyaVision is unrelated to Bamba torch.compile/SDPA failure." + "reason": "lm_head weight tying bug in AyaVision is unrelated to Bamba torch.compile with SDPA." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor size mismatch." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation after align_special_tokens." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to Qwen2.5-VL finetuning on iterable multi-image batches." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor output size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight-tying bug and SwitchTransformers/TimmWrapper bfloat16 dtype mismatch are different bugs." + "reason": "Weight tying/serialization issue in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and fixes: MIMI batching/padding mask vs Perceiver non-default-resolution interpolation." + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default-resolution preprocessing failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to Qwen composite config unwrapping in from_config." + "reason": "StableLm pad_token_idx regression is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL fine-tuning failures with multi-image iterable datasets." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Serialization of lm_head.weight by device is unrelated to Qwen3.5 visual encoder key saving." + "reason": "Both concern serialization, but one is lm_head.weight device-dependent behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading failure in vLLM is unrelated to tokenizer loading for est-roberta." + "reason": "PaddleOCR-VL/vLLM model loading failure is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different tied-weight/loading issues: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision lm_head tying is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "Quantization/offload behavior is unrelated to a tokenization-version regression." + "reason": "Whisper model run failure is unrelated to compiled flex_attention breakage on torch >= 2.9." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention failure are unrelated code paths." + "reason": "Quantization/offloading behavior and tokenization changes are different issues with different failure modes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family reports, but one is auto device mapping cudaErrorAssert and the other is flash-attention generation corruption." + "reason": "Qwen3 auto device-mapping cudaErrorAssert is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permissions propagated by save_pretrained/register_for_auto_class." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained/register_for_auto_class." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Continuous-batching multimodal crash with str.to is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both affect serve, but the concrete bugs differ: multimodal continuous batching str-to conversion vs Gemma4Processor missing _tokenizer." + "reason": "LayoutLMv2 tokenizer crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading issue is unrelated to Trainer max_steps miscalculation on checkpoint resume." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation with embeddings/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization offload behavior is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Blip2 dtype remaining float32 is unrelated to resume_from_checkpoint max_steps miscalculation." } ] }, @@ -3607,7 +3620,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30064", "issue:34634", @@ -3624,17 +3637,16 @@ "issue:43388", "issue:43421", "issue:43450", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", "issue:43606", + "issue:43653", "issue:43720", "issue:43749", "issue:43782", "issue:43873", - "issue:43881", "issue:44186", "issue:44292", "issue:44361", @@ -3646,6 +3658,7 @@ "issue:44610", "issue:44671", "issue:44743", + "issue:44756", "issue:44877", "issue:44898", "issue:44913", @@ -3659,8 +3672,8 @@ "issue:45704" ], "soft_pairs": [ + "issue:43873|issue:44756", "issue:43749|issue:44534", - "issue:43526|issue:43881", "issue:44877|issue:44991", "issue:42617|issue:42915", "issue:43450|issue:45701", @@ -3672,11 +3685,11 @@ "issue:44387|issue:45704", "issue:44479|issue:44918", "issue:43316|issue:44913", - "issue:40990|issue:45701", - "issue:43550|issue:43606", - "issue:43295|issue:45701", "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:40990|issue:45701", "issue:41720|issue:43322", + "issue:43295|issue:45701", "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:43531|issue:43572", @@ -3692,234 +3705,247 @@ "issue:44492|issue:44509", "issue:43388|issue:45059", "issue:43606|issue:43720", - "issue:42915|issue:43322" + "issue:42915|issue:43322", + "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "b74cd2a20fdcfe702b50c8b5de7b9a8c0c5099ffaff25dd2ec87c9a859754ad2", + "prepared_review_unit_hash": "8db125c2827bd55ea7f0b94690f921b657063edc8e43056cb0c126fa4867d9ad", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37488, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "soft_pair_count": 35, + "serialized_chars": 37807, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly an over-grouping of unrelated Transformers issues that only share broad themes like loading, offloading, quantization, tokenizer/processor regressions, or model-specific failures. I would not merge any soft pairs as duplicates.", - "confidence": 0.45, - "canonical_issue_reason": "issue:43873 is the broadest representative of the shared offloading/quantization loading-regression theme and is more general than the model- or processor-specific reports around it.", + "summary": "This cluster is a noisy mix of mostly unrelated issues; the soft-similarity edges are superficial and should not be merged as duplicates. The strongest anchor is the broad offloading/quantization regression in issue:43873.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central loading/offloading regression here, with substantial discussion and inbound references; it\u2019s a better anchor than the more model-specific or narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single anchor for this cluster because it captures the common loading/offloading problem without being tied to one narrow model or component.", + "best_issue_reason": "issue:43873 is the best representative issue in the set because it has the clearest cross-cutting runtime/loading impact and enough community activity to serve as a canonical tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different bugs: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk." + "reason": "Both involve loading/offloading, but one is a quantization/offload regression and the other is an mmap OOM workaround for Strix Halo; different bug and fix." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Unrelated components: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + "reason": "FSDP CPU RAM efficient loading is a specific loading regression; non-persistent buffers being junk is a separate state/buffer initialization problem." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Config strictness for granite_speech is not the same as tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Config loading for granite_speech and tokenizer loading for est-roberta are unrelated failures in different subsystems." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failures: 3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config loading." + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is separate from broad tokenization changes." + "reason": "Batched video processor shape bugs and version-dependent tokenization changes are not the same underlying defect." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile/SDPA in Bamba vs packed-weight unpacking during accelerate loading." + "reason": "Torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading in BitNet are separate code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FP8 configuration/loading." + "reason": "Unexpected compute_loss kwargs in a trainer override is unrelated to Qwen3Moe FP8 loading/runtime behavior." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both vision-related, but OmDet-Turbo 640px output mismatch is a different bug from Perceiver non-default-resolution handling." + "reason": "Both are about image resolution, but they affect different models and different preprocessing/model-expectation mismatches." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms: LayoutLMv2 tokenizer padding/truncation crash vs OmDet-Turbo processor size mismatch." + "reason": "Tokenizer crashes on NER/padding vs an image processor output-size mismatch are different bugs." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss() API break is unrelated to the 3d_parallel.py execution failure." + "reason": "Trainer API mismatch and 3d_parallel launch failure do not describe the same bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are both memory-related but not the same bug." + "reason": "Int4 quantization memory regression and apex FusedRMSNorm memory leak are distinct memory issues with different root causes." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Separate problems: video-input regression in VL models vs Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Video-input regression in Qwen VL models and TRL embedding-unpacking failure in Qwen3.5 are separate problems." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both involve config behavior, but Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload are different fields and failures." + "reason": "A config API discrepancy and a rotary_pct reload regression are not the same defect." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "High perplexity on a model is not the same as tokenizer version-dependent tokenization changes." + "reason": "Qwen3Moe FP8 failure and dequantized model offload load failure are different runtime paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba compile/SDPA failure and bark-small CPU offload device mismatch are different model/runtime bugs." + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are unrelated model/runtime bugs." }, { - "left": "issue:43295", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 is distinct from general tokenization changes across versions." + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are not the same concrete issue." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure is separate from dequantized model loading with gpu+cpu offload." + "reason": "CUDA assert on Qwen3 auto device mapping and Llava Next segfault on load are different failures." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device-map cuda assert vs Llava Next segfault on load." + "reason": "Processor.tokenizer regression and generic tokenization changes are too broad and not the same bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping and GPT-OSS MoE tensor-parallel failure are different distributed execution issues." + "reason": "These concern different GPT/Qwen model parallelism behaviors and do not share a concrete code-path failure." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM prediction regression is unrelated to Qwen3.5 recurrent-state caching." + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are separate configuration issues." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate config/runtime issues." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is not the same as the VL video-input regression." + "reason": "Qwen-3-8B-NVFP4 runtime error and a video-input regression in Qwen VL models are different failures." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping assert is different from the 3d_parallel.py failure." + "reason": "Auto device mapping CUDA assert and 3d_parallel startup failure are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated issues." + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are not the same bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and different failure modes: LayoutLMv2 crash vs MLuke tokenizer AttributeError." + "reason": "Two tokenizer crashes, but on different tokenizers, tasks, and failure modes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Qwen3VL weight_only=True loading error." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different code paths." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is different from Qwen3.5 streaming inference failure." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:43873", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 auto device-map cuda assert is a model-specific crash, not the same as generic offloading-with-quantization behavior." + "reason": "CUDA memory growth under int4 quantization and tokenization behavior changes are not the same issue." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime post-processor refresh for special tokens is much narrower than general tokenization changes." + "reason": "Runtime post-processor updates for special tokens and generic version-driven tokenization changes are different bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + "reason": "Void segmentation map processing and Bark voice_preset behavior are unrelated processor issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + "reason": "A typo in cache strategy text and stale docs mentioning removed pipelines are documentation issues, but not the same one." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 PCS text/bbox behavior are different bugs." + "reason": "Metric gathering dropping tuple labels and SAM3 PCS text/bounding-box behavior are different problems." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during loading are different root causes." + "reason": "CPU-offload device mismatch in Bark and packed-weight handling in BitNet are separate accelerate/loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next load segfault do not share a concrete root cause." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/compile failure and BigBirdTokenizer special-token registration bug are unrelated." } ] }, @@ -3941,7 +3967,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:33666", "issue:34567", @@ -3955,7 +3981,7 @@ "issue:43421", "issue:43525", "issue:43531", - "issue:43550", + "issue:43596", "issue:43606", "issue:43653", "issue:43746", @@ -3966,6 +3992,7 @@ "issue:43994", "issue:44062", "issue:44186", + "issue:44220", "issue:44368", "issue:44451", "issue:44514", @@ -3992,258 +4019,258 @@ "issue:45759" ], "soft_pairs": [ - "issue:43550|issue:43653", "issue:44514|issue:44545", "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:43421|issue:43927", "issue:34567|issue:35707", "issue:44368|issue:45357", - "issue:43873|issue:45704", "issue:41720|issue:43746", - "issue:44898|issue:45072", + "issue:43873|issue:45704", "issue:44451|issue:44991", - "issue:43421|issue:43653", - "issue:45588|issue:45759", + "issue:44898|issue:45072", "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43421|issue:43653", "issue:33666|issue:35707", "issue:44987|issue:45042", "issue:42886|issue:44843", "issue:43531|issue:44589", - "issue:43421|issue:44186", "issue:39692|issue:44610", "issue:43381|issue:43844", + "issue:43421|issue:44186", "issue:44918|issue:44936", - "issue:45081|issue:45356", "issue:44625|issue:45479", + "issue:45081|issue:45356", "issue:43525|issue:43531", "issue:43782|issue:45381", "issue:43994|issue:44671", - "issue:43381|issue:45704", "issue:34634|issue:41720", + "issue:43381|issue:45704", "issue:39692|issue:43873", - "issue:42915|issue:45759" + "issue:42915|issue:45759", + "issue:43596|issue:44220" ], - "prepared_review_unit_hash": "ca3a147c018812ccd5ffabd286071e49f03ba671e0593fe84fb93fad94fb2a9c", + "prepared_review_unit_hash": "b5b67fbdb8cf3761e310f7ec0e8f9877b8f20a46ebcdeac64a3fe098a4cb17a2", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36675, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "serialized_chars": 37260, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated transformer/model bugs. I found two real duplicate pairs: the Qwen2_5_VL batched padding=False crash, and the HF_HUB_OFFLINE tokenizer load failure tied to _patch_mistral_regex. The rest are distinct code paths and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer regression: it names the offending _patch_mistral_regex/model_info path and the HF_HUB_OFFLINE failure mode, making it the best canonical issue among the accepted duplicates.", + "summary": "This set is mostly a mix of unrelated issues. I found two true duplicate pairs: the Qwen2_5_VLProcessor batched padding=False crash, and the HF_HUB_OFFLINE tokenizer loading regression caused by _patch_mistral_regex/model_info().", + "confidence": 0.82, + "canonical_issue_reason": "issue:44843 is the clearest representative of the offline tokenizer regression because it names the concrete failing code path and root cause, not just the downstream symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the most actionable representative bug in the set because it pinpoints the concrete failing code path rather than only the symptom.", + "best_issue_reason": "issue:44843 is the strongest overall issue candidate among the provided items: it is specific, actionable, and directly captures the underlying bug rather than a generic symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Different bugs: torch.compile/SDPA model failure vs tokenizer special-token registration/empty decode." - }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same processor and same batched apply_chat_template crash when padding=False; wording differs but underlying bug matches." + "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen config issues: sliding_window behavior vs from_config not unwrapping text_config." + "reason": "Different problems: one is a Qwen3-MoE sliding-window issue, the other is an `AutoModelForCausalLM.from_config` text_config unwrap bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to tokenizer mask-token registration." + "reason": "Unrelated subsystems: Bark CPU-offload device mismatch vs. BigBirdTokenizer special-token decode behavior." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "One is a feature/runtime-update request for tokenizer post-processing; the other is a save/load custom token ID regression." + "reason": "Both are tokenizer/config bugs, but the concrete failures differ: runtime post-processor updates vs. save/load token ID loss causing generation IndexError." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different code paths: TrainerState token counting vs. progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offload behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Different Qwen3.5 issues: a tied-embeddings warning in LoRA training vs. incorrect visual encoder keys on save/load." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and GraniteSpeech PEFT checkpoint loading are different failures." + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs. GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Perceiver resolution/interpolation bug is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different underlying bugs: quantization/offloading behavior vs. T5 using apex RMSNorm with a memory leak." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different artifacts and failure modes: model loading vs tokenizer loading for different repositories." + "reason": "Both are tokenizer-loading complaints, but they involve different models and likely different root causes." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different inference issues: Perceiver non-default-resolution image processing vs. dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Runtime special-token/post-processor update feature request is not the same as BigBirdTokenizer mask-token decode failure." + "reason": "Different failures: AddedToken special-argument collision vs. a model-loading regression for ScandiBERT." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less crash and Qwen config unwrapping are separate code paths." + "reason": "Different areas: flash_attention integration crash with `s_aux=None` vs. Qwen multimodal config unwrapping." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to loading a specific model repo." + "reason": "Both tokenizer-related, but one is runtime post-processor updates and the other is mask-token registration/empty decode output." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different training/model features: Qwen2-VL multi-GPU training vs. TrainerState token accounting." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model load regression and PIL image-processor torchvision dependency are different problems." + "reason": "Different regression types: a model load failure for physical-intelligence/fast vs. PIL image processors incorrectly requiring torchvision." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same offline tokenizer failure: 42886 reports the symptom, 44843 identifies the exact _patch_mistral_regex/model_info cause." + "reason": "Same offline-mode tokenizer regression; `44843` pinpoints the `_patch_mistral_regex`/`model_info()` call that breaks `HF_HUB_OFFLINE=1`." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding_window behavior for Qwen3-MoE is unrelated to missing Float8 storage support." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Tokenizer post-processor update behavior is not the same as LayoutLMv2Tokenizer crashes on NER/padding." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs. a Float8 storage lookup TypeError." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor size mismatch are distinct issues." + "reason": "Both involve vision/model examples, but the specific failures are unrelated: SigLIP2 docs errors vs. OmDet-Turbo size mismatch." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to gradient blow-up under ZeRO-3." + "reason": "Different training/runtime issues: checkpointing in eval mode vs. gradient blow-up with HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train are different trainer bugs." + "reason": "Different tokenizer failures: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding inputs." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is a loading crash and the other is a Kimi-K2.5 codec/warning regression; not the same bug." + "reason": "Different trainer bugs: Qwen3.5 embedding unpacking in TRL SFT vs. `trainer.evaluate()` failing after `trainer.train()`." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and single_label_classification zero-loss behavior are separate classification issues." + "reason": "Different classification/config problems: Qwen3.5 `num_labels` propagation vs. zero-loss behavior with `num_labels=1`." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related to Mistral/Qwen tokenizer handling, but the concrete failures differ: backend_tokenizer attribute crash vs. Kimi-K2.5 codec-handling regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Different Qwen model-config issues: missing `pad_token_id` on Llama4Config vs. Qwen3-MoE sliding-window behavior." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + "reason": "Both are Qwen VL bugs, but one is a `from_pretrained(weight_only=True)` failure and the other is incorrect video `vision_position_ids`." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 incorrect outputs and CamemBERT masked-LM regression are different model-specific failures." + "reason": "Different model families and symptoms: SigLIP2 pipeline output issues vs. CamemBERT masked LM predictions in v5." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Different domains: BarkProcessor voice preset handling vs. Qwen3 auto device mapping CUDA assert." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cuda assert are unrelated." + "reason": "No shared underlying bug: gradient-checkpointing eval-mode restriction vs. T5/apex RMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation bugs are unrelated to quantization/offloading behavior." + "reason": "Different themes: documentation/example errors for SigLIP2 vs. quantization/offloading not working as expected." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as Qwen 3.5/3.6 text_config unwrapping." + "reason": "Different issues: Qwen3Moe FineGrainedFP8Config failure vs. Qwen multimodal config unwrapping." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: deepspeed zero3 init on BertModel vs. `_torch_extract_fbank_features()` behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The two accepted duplicate pairs are well-supported by the issue titles, and the remaining rejections avoid overclaiming sameness across clearly different bugs." + "feedback": "The analyst\u2019s conclusion is grounded in the packet and conservative. The two accepted pairs are strong duplicates: issue:44514/44545 are effectively the same Qwen2_5_VLProcessor padding=False crash, and issue:42886/44843 describe the same HF_HUB_OFFLINE tokenizer load regression. The rest of the pair judgments are appropriately cautious, and the summary does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -4262,7 +4289,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30064", "issue:36010", @@ -4275,7 +4302,6 @@ "issue:43550", "issue:43575", "issue:43577", - "issue:43596", "issue:43618", "issue:43643", "issue:43653", @@ -4314,11 +4340,10 @@ "issue:45759" ], "soft_pairs": [ - "issue:43596|issue:44220", "issue:45183|issue:45479", - "issue:43618|issue:43697", "issue:43540|issue:44008", "issue:44220|issue:44661", + "issue:43618|issue:43697", "issue:43720|issue:43819", "issue:44077|issue:44625", "issue:43575|issue:45704", @@ -4331,228 +4356,228 @@ "issue:43746|issue:45381", "issue:43746|issue:43873", "issue:43550|issue:45072", - "issue:44186|issue:44898", "issue:43550|issue:43819", + "issue:44186|issue:44898", "issue:43421|issue:44811", "issue:44843|issue:45081", - "issue:43577|issue:43818", "issue:44062|issue:44488", - "issue:43531|issue:43643", "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43540|issue:45381", "issue:43653|issue:43819", "issue:44448|issue:44671", - "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "0fa4e38e93c91273f6d19c3978e8ce17cab74ab9e3b5c4583916b69e401e5277", + "prepared_review_unit_hash": "abbfd4aaf19349a285137579743e5e6aeb3c64117b3bdb954806ede12dd19873", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37048, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficially similar but describe different models, components, or failure modes; none look like safe duplicates or mergeable PR-equivalents. The cluster is heterogeneous, with a few repeated themes around loading/configuration regressions, but the concrete bugs differ.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45020 is the broadest, most central tracker in this set: it describes a general class of recent transformers regressions affecting remote-code models, with active discussion and open status, making it the best canonical issue candidate.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated bugs across tokenizers, multimodal configs, model loading, dtype handling, and inference paths. I do not see any soft pair that is safe to merge as a true duplicate on the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set, covering recent-version regressions affecting remote_code models; it is the best representative issue even though the cluster overall is not a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue candidate because it is high-level, user-facing, and broad enough to subsume related remote-code breakages better than the more model-specific reports.", + "best_issue_reason": "issue:45020 has the widest scope and most potential to subsume neighboring remote_code-loading regressions, so it is the most useful issue to keep as the representative anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Both are runtime errors, but one is a Deepspeed Zero3/BertModel indexing bug and the other is an audio feature extraction issue; different code paths and fixes." - }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "These are both validation/shape-related, but one is about input_ids vs inputs_embeds XOR checks and the other is about single-label classification degenerating to zero loss; not the same bug." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIP attentions assignment and RTDetrV2 output drift in v5 are unrelated model behaviors with different failure surfaces and likely different fixes." + "reason": "Different bugs: input/embedding validation errors versus a degenerate zero-loss classification bug. No shared code path is evident." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input ValueError, the other is a Gemma 3n variable-name collision in forward(); different models and distinct defects." + "reason": "Different models and failure modes: Qwen3OmniMoe video processing versus Gemma3n audio mask name collision." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping behavior are unrelated subsystems; no shared underlying bug." + "reason": "Unrelated subsystems: speech feature extraction helper versus tokenizer-mapping model discovery logic." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attention output regression and RTDetrV2 output drift are distinct model behaviors with different likely fixes." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Both mention BitNet-like loading issues, but one is about packed weights during accelerate loading and the other is DAC.from_latents vs forward with missing STE; not the same change." + "reason": "BitNet packed-weight loading and DAC STE consistency are unrelated code paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are separate configuration issues affecting different models." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." }, { "left": "issue:43575", "right": "issue:45704", "accept": false, - "reason": "Qwen2 TP loading OOM and T5 apex.FusedRMSNorm memory leak are both memory-related, but they concern different models and different failure mechanisms." + "reason": "TP loading OOM for Qwen2 versus T5 using a leaking RMSNorm implementation are not the same bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void segmentation map handling and GenerationMixin import failure are unrelated bugs in different parts of the stack." + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer dropping are both model-architecture issues, but they are not the same underlying defect." + "reason": "Sparse-layer creation in SwitchTransformers and Smollm3 RoPE-layer dropping are different architectural/config issues." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token decode behavior and BitNet packed-weight loading are separate tokenizer vs model-loading regressions." + "reason": "BigBird special-token registration and BitNet accelerate-loading are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen 3.5/3.6 from_config text_config unwrapping are related to composite configs, but they describe different attribute propagation problems." + "reason": "Both touch Qwen multimodal config loading, but one is a Qwen3-VL pad_token_id attribute error and the other is AutoModelForCausalLM.from_config not unwrapping text_config; too different to treat as the same concrete bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Gemma 3n audio_mel_mask collision are unrelated multimodal issues with different root causes." + "reason": "Mistral-3 dtype mismatch and Gemma3n variable collision are separate problems." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT adapter loading are distinct model-loading problems." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video vision_position_ids are unrelated; one is checkpoint restoration, the other is video position indexing." + "reason": "Local PEFT adapter loading and qwen2.5-vl video position IDs are different bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech local checkpoint loading and offloading with quantization are different loading paths and different bugs." + "reason": "PEFT checkpoint loading and quantization offloading behavior are distinct issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both involve Bamba/Transformer inference and dtype/compile issues, but one is torch.compile with SDPA and the other is bfloat16 mismatches in different models; not mergeable into one fix." + "reason": "torch.compile+SDPA failure in Bamba and dtype mismatches in unrelated models are not the same underlying bug." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes and Perceiver interpolation failures are unrelated preprocessing/model-usage bugs." + "reason": "Different model families and failure modes; no plausible shared fix." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and DAC.from_latents mismatch are different code paths and different model families." + "reason": "Tokenizer NER padding/truncation crash and Perceiver image-resolution failure are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are tokenizer/processor behaviors, but they are different mechanisms and fixes." + "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Mistral regex offline hub access and Mistral tokenizer backend_tokenizer crash both touch Mistral loading, but one is hub/network access and the other is tokenizer API compatibility; not the same bug." + "reason": "Both involve _patch_mistral_regex, but one is an offline hub-info call and the other is a backend_tokenizer attribute crash; different concrete failure modes and fixes." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are separate multimodal model problems." + "reason": "AddedToken special-argument duplication and failure to load a specific tokenizer/model are not clearly the same root cause." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "AddedToken special-argument duplication and failing to load a specific model checkpoint are unrelated tokenizer construction vs model loading bugs." + "reason": "trust_remote_code missing-fields behavior and strict granite_speech config loading are related only at a very high level, not the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and trust_remote_code missing fields in AutoConfig are not the same underlying issue." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields under trust_remote_code." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA video_tower/temporal-attention issues are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both are config-loading regressions, but one is trust_remote_code field loss and the other is strict config blocking granite_speech; different failure modes." + "reason": "One is video input processing for Qwen3OmniMoe; the other is qwen2.5-vl video position IDs. Similar domain, but not the same concrete bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated tokenizer vs audio codec issues." + "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked LM prediction changes are both version regressions, but they affect different model architectures and behaviors." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen2.5-VL video position id bug are both video-related, but they are different models and different internal failures." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM regression are separate model-specific regressions." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate Qwen-family bugs with different triggers." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are different failure modes." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve remote-code compatibility regressions, but one is specifically about is_torch_fx_available removal and the other is a broader recent remote_code breakage report; related theme, not the same bug." + "reason": "issue:45020 is a broad umbrella for remote_code regressions, while issue:44561 is one specific cause (removal of is_torch_fx_available); not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "No meaningful overlap beyond both being model/config-related." } ] }, @@ -4574,7 +4599,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30064", "issue:34634", @@ -4592,7 +4617,6 @@ "issue:43606", "issue:43644", "issue:43650", - "issue:43653", "issue:43697", "issue:43720", "issue:43749", @@ -4613,237 +4637,238 @@ "issue:44805", "issue:44821", "issue:44857", - "issue:44912", "issue:44936", "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45406", + "issue:45459", "issue:45538", "issue:45600", "issue:45685", - "issue:45701" + "issue:45701", + "issue:45803" ], "soft_pairs": [ - "issue:43825|issue:43994", "issue:43322|issue:45685", + "issue:43825|issue:43994", "issue:44821|issue:45084", "issue:30064|issue:36331", "issue:43825|issue:43827", "issue:44485|issue:44509", - "issue:44186|issue:44442", "issue:43577|issue:43582", + "issue:44186|issue:44442", "issue:43606|issue:45072", "issue:34634|issue:36010", "issue:43452|issue:44991", "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:42175|issue:45081", + "issue:43650|issue:43906", "issue:43720|issue:45072", "issue:45081|issue:45406", "issue:44671|issue:45701", - "issue:43650|issue:43906", - "issue:44060|issue:44368", "issue:43404|issue:43782", + "issue:44060|issue:44368", "issue:43582|issue:44857", + "issue:45459|issue:45803", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:43644|issue:43749", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43653|issue:44912" + "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "8fb7d7f9854c833947ca3feca987cb54ac82c115d19e066ca27c590703c34df4", + "prepared_review_unit_hash": "1eeb9e69fbd7682ffe1e467e4c448c46aed6171bedfd11415746756c3c7e8372", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35997, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bug reports that only share broad transformer/model-loading vocabulary. None of the soft pairs look like the same concrete bug/change, so I would not deduplicate any of them.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of loosely related Transformers bugs and regressions, not true duplicates. The only near-theme overlap is around v5 pipeline removals, but even those issues target different symptoms (runtime messaging vs stale docs).", + "confidence": 0.33, + "canonical_issue_reason": "issue:43749 is the strongest single representative: it is a concrete, high-impact loading regression with the most follow-up activity/inbound references, whereas most other items are narrower, model-specific, or doc-only bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the best global issue to anchor triage because it has broad impact and the clearest evidence of ongoing user pain; the rest of the set is too heterogeneous to serve as a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "v5 pipeline error-message cleanup vs a SigLIP2 model quality/reporting issue; different code paths and symptoms." + "reason": "Different failures: Llava Next loading segfault vs an MPS histogram kernel type error in moe." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Llava Next loading segfault vs an MPS histogram/int dtype limitation; unrelated failures." + "reason": "One is a v5 error-message mismatch about removed pipeline tasks; the other is incorrect SigLIP2 outputs with AutoModel/pipeline." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs tokenizer template compilation; different subsystems and fixes." + "reason": "Unrelated areas: loading AutoImageProcessor from URL vs a Jinja/template compilation TypeError." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation maps vs trainer.compute_loss signature mismatch; unrelated." + "reason": "Different code paths and symptoms: void segmentation maps vs CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both concern v5 pipeline removals, but one is an error message and the other is docs cleanup, not the same bug." + "reason": "Related v5 theme, but not the same bug: runtime error wording vs stale documentation references." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks; unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline-task docs." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Two different tokenizer crashes in different classes and load paths; too far apart to be the same bug." + "reason": "Different problems: Blip2 dtype handling vs Apple Silicon caching allocator warmup TypeError." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "BLIP2 dtype persistence bug vs Apple Silicon allocator TypeError; unrelated." + "reason": "Both are tokenizer issues, but one is LayoutLMv2 NER/padding crashes and the other is AutoTokenizer loading a specific tokenizer class." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch vs bfloat16 dtype mismatch; different concrete failures." + "reason": "Both mention inference mismatches, but they affect different models and root causes (CPU offload device mismatch vs bfloat16 dtype mismatch)." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset bug vs GenerationMixin import error; unrelated." + "reason": "Bark voice_preset malfunction is unrelated to the GenerationMixin import error." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading regression vs a specific tokenizer load failure in v5; different underlying causes." + "reason": "Different tokenizer/model-loading regressions: gguf_file handling vs EMBEDDIA/est-roberta tokenizer loading on v5." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError vs trainer.evaluate() after train lifecycle bug; unrelated." + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch vs dtype mismatch; not the same issue." + "reason": "Different issues: OmDet-Turbo preprocessing size mismatch vs dtype mismatches in inference." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend install problem vs Mistral tokenizer regex patch crash; unrelated." + "reason": "Package/backend install issue is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not the same as an isolated reproduction of another issue." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading vs bfloat16 dtype mismatch; different bugs." + "reason": "BitNet packed-weight loading bug is unrelated to generic bfloat16 dtype mismatch behavior." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different attribute errors in different processor/tokenizer classes; not one shared fix." + "reason": "Different tokenizer failures: Mistral regex patch AttributeError vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Specific CamemBERT MLM regression vs a broad tokenization-version complaint; too vague to merge." + "reason": "CamemBERT MLM output regression is not the same as version-dependent tokenization changes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Placeholder issue vs isolated reproduction of another issue; no common underlying bug." + "reason": "Both involve model loading/weights, but they are different models and different failure modes." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tied-weight warnings, but one is a concrete wrong tying bug and the other is a config warning in fine-tuning." + "reason": "Both are tied-weights warnings, but they concern different Qwen variants and different incorrect tie behavior." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Mistral3 tied-weights bug vs Qwen3VL weight_only loading error; unrelated." + "reason": "AppleSilicon warmup TypeError and float16 AMP crash are separate runtime issues." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash; unrelated." + "reason": "Both are exception-handling bugs, but in different functions with different trigger conditions and fixes." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent-forward mismatch; different models and code paths." + "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output drift in v5; not the same concrete defect." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer initialization issue vs FSDP RAM-efficient loading regression; related to loading broadly, but not the same bug." + "reason": "BeitImageProcessorFast label reduction bug does not match the RTDetrV2 output regression." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs CLIPTokenizer model_max_length constant; unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting video-branch bug vs stale auto_mappings config references; different parts of the codebase." + "reason": "Undefined video-branch variables in multimodal token counting is a different bug from removed auto_mappings configs." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + "reason": "Both are v5 loading regressions, but one is junk-filled non-persistent buffers and the other is FSDP CPU RAM-efficient loading; different code paths." } ] }, @@ -4865,7 +4890,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:34567", "issue:34634", @@ -4874,7 +4899,6 @@ "issue:38175", "issue:39692", "issue:40990", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", @@ -4889,9 +4913,9 @@ "issue:43638", "issue:43643", "issue:43645", + "issue:43653", "issue:43697", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -4917,19 +4941,20 @@ "issue:45759" ], "soft_pairs": [ + "issue:43653|issue:44912", "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:38175|issue:44610", "issue:44589|issue:45042", + "issue:38175|issue:44610", "issue:43854|issue:44977", "issue:43454|issue:43577", - "issue:36010|issue:43645", "issue:43526|issue:44554", - "issue:44568|issue:45488", + "issue:36010|issue:43645", "issue:34634|issue:36331", + "issue:39692|issue:44912", + "issue:44568|issue:45488", "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:39692|issue:44912", "issue:43720|issue:44610", "issue:43749|issue:44291", "issue:43550|issue:44912", @@ -4938,227 +4963,223 @@ "issue:43531|issue:45042", "issue:43643|issue:45759", "issue:36010|issue:36331", - "issue:34567|issue:40990", "issue:43329|issue:43450", + "issue:34567|issue:40990", "issue:43329|issue:44479", "issue:44849|issue:45701", "issue:43257|issue:43931", "issue:43697|issue:45357", - "issue:43452|issue:43582", - "issue:42915|issue:43742" + "issue:43452|issue:43582" ], - "prepared_review_unit_hash": "ad9a8a7a57f9faab700aed9bad61a1b5faf90dd128a667a4e281c5a830361de2", + "prepared_review_unit_hash": "16b6e786a0487ba25a8aeea1c842203e2f75b4b3ee673dba2dc45e05f3a165b6", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36722, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only accepted duplicate edge is the Qwen video regression pair (43329 + 44479); the Qwen3 MoE loading issue (43257) is not video-related and should not be grouped with it.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the best canonical issue for the only clear duplicate family: it describes the broad user-facing video-input regression across multiple Qwen VLM variants, while issue:43329 is the narrower helper-level diagnosis.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizer, loading, video, vision, trainer) but not the same concrete bug or code path. I would not merge any of the soft edges.", + "confidence": 0.11, + "canonical_issue_reason": "Issue 45488 is the most concrete, actionable, and broadly impactful standalone bug report in the set, but it does not appear duplicate to the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global issue anchor because it captures the broadest symptom set in the accepted family and is the most user-visible report in the cluster.", + "best_issue_reason": "Issue 45488 has a clear failure mode, impacted model family, and user-visible regression, making it the strongest representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decoding and MXFP4 quantization fallback are unrelated bugs." + }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training failures: deepspeed/zero3 index error vs trainer.evaluate() breaking after train()." + "reason": "Zero3 index error in training a Bert model is not the same as evaluate-after-train state breakage." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different audio bugs: GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo processor size mismatch." + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Unrelated failures: float8 storage lookup error vs PIL backend image processors requiring torchvision." + "reason": "SigLIP2 zero-probability output and OmDet-Turbo image-size mismatch are distinct model/processor issues." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model families and failure modes: GLM-4.7 load issue vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7 loading failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model-specific bugs: AyaVision weight tying vs Blip2 dtype preservation." + "reason": "Weight tying failure in AyaVision and Blip2 dtype not propagating are separate loading/generation problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessor label reduction and MPS attention correctness are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are runtime/loading-related, but one is a GenerationMixin import break and the other is a Jupyter custom-model init regression." + "reason": "Missing GenerationMixin import and Jupyter custom-model initialization failure are not the same bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Completely different subsystems: Beit image label reduction vs MPS attention correctness." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are unrelated trainer/processor issues." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different concrete behaviors." + "reason": "SigLIP2 doc example problems do not match the MXFP4 quantization loading regression." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "No shared code path: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + "reason": "mDeBERTa special-token insertion and LlamaTokenizer ByteLevel/Metaspace override are different tokenizer regressions." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "DAC latent mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different Qwen3-related problems: MoE weight conversion/loading with accelerate+deepspeed vs multimodal video token counting helper bug." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Both mention quantization/docs, but they are different models and different failure modes." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and multimodal token counting are different failures." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Unrelated: BitNet accelerate-loading packed weights vs OmDet-Turbo processor input-size mismatch." + "reason": "BitNet packed-weight unpacking and OmDet processor image resolution mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized handling." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are distinct loading issues." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different problems: torch.compile with SDPA vs MXFP4 quantization fallback." + "reason": "Bamba SDPA torch.compile failure is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both involve audio processors, but one is chat-template sampling-rate defaults and the other is batch_decode special-token stripping." + "reason": "Audio apply_chat_template sample-rate defaulting and Whisper batch_decode behavior are different processor bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regressions in different tokenizers with different concrete breakages." + "reason": "These are both tokenizer regressions, but the failure modes differ: BOS/EOS omission versus codec/fix_mistral_regex handling." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Completely different areas: Qwen3-MoE sliding_window vs PIL backend torchvision dependency." + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading issues, but one is trust_remote_code missing fields and the other is composite Qwen config text_config unwrapping." + "reason": "trust_remote_code config field loss and composite config text_config unwrapping are different config-loading bugs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Unrelated: GenerationMixin import failure vs CustomTrainer.compute_loss kwarg mismatch." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are not the same code-path problem." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to the GPT-OSS perplexity regression." + "reason": "Undefined multimodal token helpers and batched video processor shape errors are separate video-path bugs." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both are video-related, but they describe different bugs: missing helper variables in multimodal token counting vs batched video processor shape mismatch." + "reason": "TrainerState token counter not updating is unrelated to high perplexity on gpt-oss-20b." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Same underlying Qwen video regression: 43329 identifies the broken video-path helper, and 44479 reports the broader user-visible failure across Qwen VLM variants." + "accept": false, + "reason": "Both mention video, but one is undefined helper usage in token counting and the other is a broader generation regression across models." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Similar tokenization theme, but the reports concern different version/regression contexts and different failure descriptions." + "reason": "Qwen3.5 hidden-states output bug and general tokenization-version changes are not the same underlying issue." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 issues: MoE loading/conversion failure vs Qwen3-VL weight-shape mismatch." + "reason": "MoE weight conversion/loading and Qwen3-VL shape mismatch are unrelated model-loading failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regression types: RTDetrV2 output divergence vs Qwen3.5 visual encoder key saving bug." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 visual-encoder save_pretrained keys are different regressions." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Different loading/runtime bugs: gguf_file path handling vs Apple Silicon caching allocator warmup TypeError." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different Qwen3-MoE-related failures: FineGrainedFP8Config vs MobileLLM key error during load." + "reason": "gguf_file tokenizer/model loading and Apple Silicon warmup TypeError are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but at least one soft-edge rationale overstates shared evidence. In particular, the `issue:43257` vs `issue:43329` note says \"Both are video-related,\" but `43257` is about Qwen3 MoE weight conversion/loading with accelerate+deepspeed and is not video-related per the packet. That makes the verdict rationale non-conservative. The accepted Qwen video pair (`43329` + `44479`) looks reasonable, but the review should be rejected because not every soft-edge explanation stays strictly within the packet evidence." - }, - "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 }, @@ -5173,7 +5194,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:33357", "issue:34567", @@ -5226,17 +5247,18 @@ "soft_pairs": [ "issue:41720|issue:43540", "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:33357|issue:34567", "issue:44479|issue:45381", "issue:43317|issue:45538", "issue:44987|issue:45538", "issue:43540|issue:44560", "issue:42915|issue:44821", - "issue:43927|issue:44912", "issue:43540|issue:44479", + "issue:43927|issue:44912", "issue:43257|issue:43756", - "issue:42915|issue:45538", "issue:43577|issue:45072", + "issue:42915|issue:45538", "issue:43257|issue:43696", "issue:45137|issue:45405", "issue:38175|issue:44898", @@ -5249,233 +5271,239 @@ "issue:34567|issue:36331", "issue:44062|issue:45081", "issue:43643|issue:45375", - "issue:43493|issue:43994", "issue:36010|issue:42175", + "issue:43493|issue:43994", "issue:43452|issue:44488", "issue:42175|issue:43824", "issue:43526|issue:45479", "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "06d530cb1f590d6d7a7f6bdfd8a7a58d6f0c7f0e17ff0b640088a22f75effb08", + "prepared_review_unit_hash": "61a637f49b029e3774b9e579a6a7c9afd9f24af7228bee6e136c10ab835e2fbd", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "soft_pair_count": 32, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated closed issues across loading, tokenizer, dtype, quantization, and multimodal/video regressions. The only near-duplicate-looking subgroup is the Qwen video-input regression pair; everything else is too different to merge as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44479 is the broadest and most central bug report here: it describes a v5.3.0 video-input regression across several Qwen VL variants, and likely subsumes the more specific Qwen2.5-VL video-position-id report.", + "summary": "This set is mostly unrelated issues. Only two soft pairs look like true duplicates: the Qwen video-input regression pair and the SigLIP2 behavior discrepancy pair. I\u2019d use the broad Qwen video regression as the representative issue.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the broadest, most representative bug in the set: a v5.3.0 video-input regression affecting multiple Qwen variants, with a clear duplicate-style companion in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue for the cluster because it covers the clearest shared regression theme and is the only one that plausibly generalizes to another item in the set.", + "best_issue_reason": "Issue 44479 is the best overall issue because it describes a concrete, cross-model regression with strong user impact and likely duplicate traction; it is more central than the narrower, model-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both mention Qwen3, but one is auto device mapping cuda asserts and the other is a video-input ValueError; different failures and code paths." + "reason": "Both are Qwen-family failures, but one is auto device mapping/cuda assert and the other is video-input parsing in Qwen3OmniMoe; different code paths and symptoms." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "One is an init_empty_weights / unexpected argument bug, the other is a PIL image processor torchvision dependency regression." + "reason": "Completely different areas: init_empty_weights/_is_hf_initialized vs PIL image processor torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: Qwen3Moe FP8 loading vs MobileLLM key error." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Unrelated bugs: Mac bus error with CLIP vs TrainerState token counting not updating." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both are Qwen VL video-input regressions in v5.3.0, and the newer report looks like a specific symptom of the broader video-position-id regression." + "reason": "Both report the same underlying 5.3.0 Qwen video-input regression, specifically incorrect video-position handling for qwen2.5-vl." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model loading with device_map=auto is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is a model-loading regression, not the CLIPTokenizer max-length issue." + "reason": "Different loading problems: a specific model load regression vs tokenizer max_length handling." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-related, but one is a video-input processing ValueError and the other is a StopIteration during Qwen3-vl-embedding loading; not clearly the same concrete bug." + "reason": "Both involve Qwen video inputs, but the affected models and concrete errors differ enough to treat as separate bugs." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to AutoImageProcessor-from-URL loading." + "reason": "No common underlying bug; Qwen3Moe FP8 config vs AutoImageProcessor URL loading." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Both are video-related, but they affect different Qwen model families and are not clearly the same code-path failure." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Related theme, but one is a specific video-processing ValueError in Qwen3OmniMoe while the other is a broader Qwen VL video regression; not enough evidence they are the same bug." + "reason": "DiaConfig token-ID persistence and MXFP4 loading/fallback are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Different model-specific issues: Qwen3 MOE loading with accelerate/deepspeed vs Smollm3 RoPE layer dropping." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to CLIPTokenizer max-length handling." + "reason": "Both mention dtype, but they concern different architectures and distinct dtype-mismatch bugs." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both involve dtype, but one is BLIP2 loading with half/bfloat16 and the other is SwitchTransformers/TimmWrapperModel inference mismatch; different concrete failures." + "reason": "No overlap beyond being model-loading/configuration issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Qwen3 MOE conversion/loading bug is unrelated to GPT-oss out-of-memory." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the MIN_PEFT_VERSION bump." + "reason": "ZeRO3 deque error and PEFT version bump are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero probabilities and Perceiver non-default-resolution failure are different model-specific correctness bugs." + "reason": "Both are vision-model correctness issues, but different models and different failure mechanisms." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange-device bug is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "XLNet CPU device placement bug is unrelated to flash-attention s_aux=None crash." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument TypeError is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-related, but one is AddedToken argument duplication and the other is a model-specific tokenizer load failure." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights unexpected _is_hf_initialized argument are different loading failures." + "reason": "Different subsystems and symptoms: model key lookup vs init_empty_weights argument incompatibility." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen2.5-VL video-position-id regression." + "reason": "A reproduction of a different issue is not the same bug as the Qwen2.5-VL video regression." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are separate release regressions." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different problems." + "reason": "Both relate to memory/loading, but one is FSDP CPU-efficient loading and the other is mmap/OOM on Strix Halo; not the same bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + "reason": "TrainerState token accounting and custom compute_loss signature mismatch are different trainer API issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special kwarg duplication is unrelated to the Mistral regex patch crashing on backend_tokenizer." + "reason": "Tokenizer construction error and Mistral regex patch crash are distinct failures." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code=True is unrelated to a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": false, - "reason": "SigLIP2 JAX-vs-HF discrepancy and nonsensical AutoModel/pipeline results are different correctness reports, not the same bug." + "reason": "Both involve missing config fields, but one is generic trust_remote_code AutoConfig behavior and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure is unrelated to TensorFlow being absent from the torch extra backend." + "reason": "GenerationMixin import regression and TensorFlow-backend packaging issue are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model behaving incorrectly in HF compared with expected/original behavior, with matching model family and symptom class." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to the cjvt/sleng-bert load failure." + "reason": "GGUF loading breaks in general and a specific model failing to load are not clearly the same underlying bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend in a torch install is unrelated to Qwen2_5_VLForConditionalGeneration import failure." + "reason": "Packaging/backend selection issue vs missing Qwen2_5_VL export import error." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels returning one label is unrelated to the zero-loss classification bug." + "reason": "Label-reduction bug in BeitImageProcessorFast is unrelated to degenerate zero-loss classification behavior." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from URL." + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are different code paths with no shared concrete failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservatively phrased. The only clearly plausible duplicate/subsumption in the packet is the Qwen video-input pair (44479/45381); the rest are distinct by title and failure mode. Minor note: phrases like \"unrelated\" are a bit absolute, but not overstated here given the available evidence." + "feedback": "The issue selection and pair judgments are conservative and grounded in the packet. The canonical choice of 44479 is well supported by the titles, and the two accepted soft pairs (44479/45381 and 43493/43994) are plausible duplicates without overclaiming. No clear overstatement or mergeability problem is present." }, "evaluator_used": true, "retried": false, @@ -5494,7 +5522,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:24643", "issue:28282", @@ -5548,13 +5576,13 @@ "issue:44792|issue:44964", "issue:28282|issue:34689", "issue:45042|issue:45081", - "issue:45405|issue:45600", "issue:43756|issue:45325", + "issue:45405|issue:45600", "issue:43742|issue:44589", - "issue:28282|issue:29127", "issue:44484|issue:44704", - "issue:43531|issue:44821", + "issue:28282|issue:29127", "issue:43697|issue:45216", + "issue:43531|issue:44821", "issue:44514|issue:45381", "issue:43643|issue:44561", "issue:44625|issue:44877", @@ -5566,206 +5594,203 @@ "issue:44466|issue:45005", "issue:43819|issue:44811", "issue:42175|issue:44488", - "issue:43295|issue:45356", "issue:41762|issue:44936", + "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:24643|issue:29127", "issue:38175|issue:43295" ], - "prepared_review_unit_hash": "7f2d5c1e3fc5bc229cc7db2b39f5871f5203dcbc7392739182cd17c70d3bf2f1", + "prepared_review_unit_hash": "0306d7771edab73e928e225dd762e40c73688ee9f4de28cbad6c7680ff76223e", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35262, - "estimated_input_tokens": 8816, - "estimated_eval_tokens": 17888 + "serialized_chars": 35268, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Nearly all soft pairs are only superficially related by subsystem or model family and should stay separate. The one plausible duplicate is the tied-weights serialization/save_pretrained regression pair (44466/45005).", - "confidence": 0.84, - "canonical_issue_reason": "issue:44466 is the clearest concrete report of the v5 tied-weights serialization bug, with device-dependent behavior and a specific `lm_head.weight` symptom.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best global issue candidate because it is specific, reproducible, and appears to capture the underlying tied-weights regression more precisely than the broader follow-up report.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share a broad subsystem theme (tokenizers, loading, vision, tied weights, configs) but not the same concrete bug or mergeable code-path. I rejected all soft edges as likely false positives.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items span unrelated bugs; if a placeholder anchor is needed, issue 24643 is the most discussed and self-contained report, but it does not subsume the others.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "Issue 24643 is the strongest general anchor by discussion activity and a clearly reproducible failure, but it is not a duplicate target for the rest of the set.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal/model-loading problems, but they concern different models and failures: a Janus test case versus Phi-4 multimodal loadability." + "reason": "Both are model-loading failures, but for different models and likely different root causes; not the same bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "One is a missing-PyTorch ImportError, the other is a Llama 3.2 vision loading regression; the symptoms and code paths are unrelated." + "reason": "One is missing PyTorch in the environment, the other is a specific Llama 3.2 Vision loading regression." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "These are different bugs: torchvision dependency handling for PIL image processors versus a Mistral regex/tokenizer crash." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "A dependency-version bump and a removed-config reference in auto_mappings are separate CI/issues, not the same bug." + "reason": "Both involve tokenizer/image-processing internals, but one is a torchvision dependency regression and the other is a Mistral regex crash." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE/position handling in different models, but one is about missing RoPE layers in Smollm3 and the other about Qwen2.5-VL temporal position scaling." + "reason": "Both touch Qwen/vision positional handling, but the affected models and failure modes differ materially." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "MobileLLM key lookup failure and a Float8 storage TypeError are distinct loading/runtime failures." + "reason": "PEFT version pinning and stale auto_mappings config references are separate maintenance issues." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "These involve completely different topics: PyTorch import detection versus clearer error messaging for LayoutLMv3 box inputs." + "reason": "Different failures: one is a MobileLLM key lookup error, the other is a Float8 storage lookup/type error." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Max shard size defaults and processor kwargs propagation are unrelated save/load API issues." + "reason": "save_pretrained shard sizing and AutoProcessor cached_file kwargs are unrelated API concerns." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and loading AutoImageProcessor from URL are not the same underlying problem." + "reason": "Missing PyTorch import vs. LayoutLMv3 box-validation messaging are unrelated problems." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 checkpoint serialization are separate regressions." + "reason": "RTDetrV2 inference mismatch and Qwen3.5 checkpoint serialization regressions are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is incorrect video vision position IDs; different code paths." + "reason": "Both are Qwen2.5-VL issues, but chat-template batching and video position IDs are distinct defects." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from `AutoConfig` with `trust_remote_code` and removal of `is_torch_fx_available` breaking remote-code models are different failures." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breakage." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "A Qwen3.5 `num_labels` propagation bug is not the same as strict config blocking granite_speech loading." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate bugs." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "An Apple Silicon TypeError in caching_allocator_warmup is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading breakage and BLIP-2 dtype propagation are different model-loading bugs." + "reason": "gguf_file loading failures and Blip2 dtype propagation are different model-loading issues." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver non-default-resolution failures do not share the same code-path problem." + "reason": "BitNet packed-weight unpacking and Perceiver positional interpolation are unrelated fixes." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading failures and offline Mistral-regex hub calls are different tokenizer/model-loading regressions." + "reason": "Both affect loading workflows, but gguf_file handling and offline model_info calls are different bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but the reported failures are different conditions: batching/padding versus assistant tool-call messages with no content." + "reason": "Both involve apply_chat_template, but batched padding behavior and tool-call messages with no content are different edge cases." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights/save_pretrained regression in v5; 44466 is the more specific device-dependent serialization report." + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is broader translation-model behavior; not clearly the same code-path bug." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode special-token handling are unrelated bugs." + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "A missing TensorFlow backend from a pip extra and a model-loading failure for `cjvt/sleng-bert` are not the same issue." + "reason": "Backend packaging for TensorFlow extra and loading cjvt/sleng-bert are unrelated issues." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Processor/tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are different problems." + "reason": "DeepSpeed ZeRO-3 Gemma3 loading and trainer.evaluate() failure after train do not share a concrete bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading IndexError and trainer.evaluate() after train are separate trainer/model loading issues." + "reason": "A processor.tokenizer regression and a Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are distinct." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird special-token registration and MdeBERTa add_special_tokens behavior are different tokenizer bugs." + "reason": "Both are tokenizer special-token problems, but they affect different tokenizers and different underlying behaviors." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "A DeepSpeed training `weight` dimensionality error and a LayoutLMv3 box-info message issue are unrelated." + "reason": "DeepSpeed weight dimensionality failure and LayoutLMv3 box-error messaging are unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and a processor.tokenizer regression are not the same bug." + "reason": "Siglip2 zero probabilities and a processor.tokenizer regression are unrelated model/processor bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet, and the soft-edge rejections are conservative. The 44466/45005 pair is the only one that plausibly describes the same tied-weights/save_pretrained regression, and the summary does not overstate the weaker matches. " - }, - "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 }, @@ -5780,7 +5805,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:28282", "issue:30064", @@ -5795,7 +5820,6 @@ "issue:43295", "issue:43329", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", "issue:43531", @@ -5809,7 +5833,6 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43825", "issue:43906", "issue:43927", "issue:44361", @@ -5821,12 +5844,14 @@ "issue:44743", "issue:44821", "issue:44843", + "issue:44849", "issue:44913", "issue:44936", "issue:44977", "issue:44991", "issue:45325", "issue:45356", + "issue:45357", "issue:45440", "issue:45588" ], @@ -5834,263 +5859,263 @@ "issue:44361|issue:44442", "issue:43653|issue:44361", "issue:30064|issue:33666", - "issue:44464|issue:44743", "issue:43577|issue:43697", + "issue:44464|issue:44743", "issue:44843|issue:44991", - "issue:44479|issue:44936", "issue:41720|issue:43906", + "issue:44479|issue:44936", "issue:44977|issue:45356", "issue:43688|issue:45440", "issue:43531|issue:43742", - "issue:43653|issue:43927", "issue:43577|issue:45588", + "issue:43653|issue:43927", "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43550|issue:44361", "issue:32090|issue:34567", - "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:28282|issue:35141", "issue:43504|issue:44610", "issue:43452|issue:44451", - "issue:43688|issue:43749", - "issue:43329|issue:45325", + "issue:41720|issue:44464", "issue:43742|issue:44821", + "issue:43329|issue:45325", + "issue:43688|issue:43749", "issue:33666|issue:36010", - "issue:41720|issue:44464", + "issue:44849|issue:45357", + "issue:43525|issue:43572", "issue:43262|issue:43295", - "issue:43756|issue:44913", - "issue:43493|issue:43825", - "issue:43525|issue:43572" + "issue:43756|issue:44913" ], - "prepared_review_unit_hash": "39cf0dd8dbb710d492916152516702fb311c2ed421e9b5057d46f72555346f74", + "prepared_review_unit_hash": "553019f655697dc9e055e0bffad575d07a794bbf7f6d77a02cd366aac4462e0e", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37169, - "estimated_input_tokens": 9293, - "estimated_eval_tokens": 18842 + "serialized_chars": 37159, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bug reports across tokenizers, config loading, multimodal processors, training, generation, and model-specific regressions. The soft pairs mostly share only broad subsystem similarity, not the same concrete defect or fix path, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated bug reports across tokenizers, trainers, multimodal processors, and model-loading regressions. I did not find any soft pair that looks like the same underlying bug/change; several are only loosely similar by subsystem or version/regression theme.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44843 is the best representative of the set because it is a broad, user-facing tokenizer-loading regression in a core code path and is more likely than the others to attract duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44843 is the strongest global anchor: it is cross-cutting, actionable, and affects a common API surface rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different failures in different tokenizers: MLukeTokenizer task handling vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different failures in different tokenizer classes; one is an AttributeError in MLuke tasks, the other is AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer's task AttributeError." + "reason": "BigBird mask-token special-token decode bug vs MLuke task AttributeError; same area only at a very high level." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated subsystems." + "reason": "Image processor void-segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Both involve generation, but one is compiled forward inconsistency while the other is recurrent-state reset in modular_qwen3_5.py." + "reason": "Different model families and different bugs: dtype propagation in Blip2 vs RTDetr output drift in v5." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Blip2 dtype loading and RTDetrV2 output drift are different model-specific bugs." + "reason": "Both concern generation/cache behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in modular_qwen3_5.py." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching in Mistral regex is unrelated to est-roberta tokenizer loading regression." + "reason": "Both are tokenizer-loading regressions, but one is offline model_info() patching and the other is a model-specific tokenizer failure." }, { - "left": "issue:44479", - "right": "issue:44936", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate() failing after train()." + "reason": "43906 is an isolated reproduction of a different issue, not the same A800 cudaErrorAssert failure." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:44479", + "right": "issue:44936", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is not the same as an isolated reproduction of another issue." + "reason": "Video-input regression in Qwen VL models vs trainer.evaluate() failing after train; no shared code path." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are different code paths." + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is not the same as DeepseekV3MoE divergence from remote implementation." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is implementation divergence from a remote model." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load KeyError do not share a concrete fix path." + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with loading facebook/MobileLLM-125M." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "BigBirdTokenizer decode output bug and DiaConfig token-ID loss on reload are separate persistence/tokenization issues." + "reason": "Blip2 dtype loading bug vs flash_attention.py crashing on s_aux=None; different subsystems and symptoms." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Blip2 dtype retention and flash_attention crash on s_aux=None are unrelated." + "reason": "BigBird special-token decode issue is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation instability is different from Qwen3.5 flash-attention generation failure." + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to DiaConfig custom token ID loss." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA issue and MLukeTokenizer task AttributeError are unrelated." + "reason": "Different model families and failure modes; no shared underlying defect." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are different trainer bugs." + "reason": "Trainer broadcast NoneType error vs TrainerState num_input_tokens_seen not updating; separate trainer bugs." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Beit legacy-field loading and Bamba SDPA compilation failure are different model/load paths." + "reason": "Tokenization differences across versions are not the same as the isolated reproduction of another issue." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit pretrained preset loading and BitNet packed-weight unpacking during accelerate loading are unrelated." + "reason": "Beit legacy-field loading bug and BitNet packed-weight unpacking bug affect different loaders and models." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Tokenization changes across versions and an isolated reproduction of issue 38071 are not the same defect." + "reason": "Different model-loading regressions with different root causes; too broad to merge." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType failure is not the same as Qwen2-VL multi-GPU training support." + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch ImportError and embedding reinitialization after resize are unrelated." + "reason": "PyTorch-missing ImportError and token-embedding reinitialization are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading bug and OmDet-Turbo processor size mismatch are different issues." + "reason": "Beit pretrained preset loading and OmDet-Turbo input-size mismatch are distinct bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "GGUF from_pretrained breakage and inability to load ScandiBERT are separate tokenizer/model-loading regressions." + "reason": "Both are model/tokenizer loading failures, but they affect different APIs and likely different root causes." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 cudaErrorAssert in auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different problems." + "reason": "MobileLLM-125M loading key error and AutoImageProcessor-from-URL failure are different load paths." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined helpers in multimodal token counting and still-image rope-index scaling are distinct Qwen-VL bugs." + "reason": "Undefined helper/merge_size in multimodal token counting is unrelated to Qwen2.5-VL rope-index scaling for still images." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "MobileLLM-125M load KeyError and AutoImageProcessor URL loading failure are unrelated loading paths." + "reason": "MoE auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import regression." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and save_pretrained visual-encoder key regression are separate issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Auto device mapping cuda assert and compiled-forward generation inconsistency are different failures." + "reason": "Both are config attribute problems, but one is Llama4 pad_token_id and the other is StableLm pad_token_idx after v5.0; different models and fields." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are separate processor bugs." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are not the same code-path problem." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload drift are only loosely related to RoPE and not the same bug." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 HF/JAX numerical discrepancy and pipeline translation error-message regression are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are config padding-field regressions, but they affect different models and attributes and do not look like one shared fix." + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload loss are unrelated configuration bugs." } ] }, @@ -6112,7 +6137,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:28282", "issue:32090", @@ -6129,6 +6154,7 @@ "issue:43504", "issue:43540", "issue:43572", + "issue:43575", "issue:43577", "issue:43606", "issue:43646", @@ -6138,6 +6164,7 @@ "issue:43720", "issue:43756", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", "issue:44291", @@ -6151,24 +6178,22 @@ "issue:44625", "issue:44734", "issue:44843", - "issue:44849", "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", - "issue:45357", "issue:45405", "issue:45520", "issue:45701", "issue:45704" ], "soft_pairs": [ - "issue:44849|issue:45357", - "issue:43720|issue:43927", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:28282|issue:32090", - "issue:43540|issue:43716", "issue:28282|issue:33357", "issue:43334|issue:43572", "issue:43577|issue:44554", @@ -6189,234 +6214,241 @@ "issue:43824|issue:44589", "issue:39692|issue:43295", "issue:43688|issue:45701", - "issue:33357|issue:33666", "issue:44589|issue:45520", + "issue:33357|issue:33666", "issue:43504|issue:43606", "issue:44423|issue:44734", "issue:43572|issue:44291", "issue:43927|issue:44361", + "issue:43575|issue:45405", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "e744884dba59f2f4762cec9a801a17408d0824e0c548f5b46c9580e3ace3d091", + "prepared_review_unit_hash": "429d314ea55ed81cf4eb310591d0ca20d4d9066a75c17163bbc7ca2fd24f5809", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37618, - "estimated_input_tokens": 9405, - "estimated_eval_tokens": 19066 + "soft_pair_count": 33, + "serialized_chars": 37898, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous. A few issues share a broad \u201ctransformers version/regression around loading/custom model code\u201d theme, but none of the soft pairs look like true duplicates or the same fixable code-path bug.", - "confidence": 0.27, - "canonical_issue_reason": "issue:43646 is the broadest representative of the repeated version-regression/custom-model-loading complaints; the rest are narrower model- or subsystem-specific failures.", + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly connect unrelated bugs across loading, config, training, tokenizer, and multimodal code paths. I found no true duplicate pairs to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is representative; the items split into many unrelated subtopics and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative single issue for the cluster\u2019s loose theme of Transformers 5 breaking model initialization/loading behavior.", + "best_issue_reason": "No global best issue stands out as a faithful representative of the cluster; at most, the items form several separate mini-clusters rather than one shared bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task messaging; different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43716", "accept": false, - "reason": "Different Qwen3.5 regressions: hidden-states output vs incorrect save_pretrained visual keys." + "reason": "Video processing ValueError in Qwen3OmniMoe vs image-preprocessor dtype mismatch in Mistral-3; unrelated model paths." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: BitNet accelerate-loading unpacking vs DiaConfig losing custom token IDs." + "reason": "Packed-weight loading failure in BitNet vs DiaConfig token-id persistence bug; different code paths and symptoms." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token-ID persistence." + "reason": "CPU offload device mismatch in bark-small vs DiaConfig save/load token IDs; not the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." - }, - { - "left": "issue:43540", - "right": "issue:43716", - "accept": false, - "reason": "Both are multimodal issues, but on different models and different code paths/errors." + "reason": "PyTorch missing ImportError vs Trainer _gpu_broadcast_one NoneType error; unrelated failures." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and Mac bus error are unrelated." + "reason": "PyTorch missing ImportError vs MacOS bus error on CLIP; different environment and runtime issue." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs/models and do not read as the same bug." + "reason": "Missing pad_token_id in Qwen3-VL text config vs missing pad_token_idx in StableLmConfig; similar wording only." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are different issues." + "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; separate problems." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to a T5 RMSNorm memory leak." + "reason": "Auxiliary loss normalization bug vs T5 apex RMSNorm memory leak; no shared underlying defect." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support request and custom compute_loss keyword regression are not the same bug." + "reason": "Qwen2-VL multi-GPU training request vs custom Trainer compute_loss signature breakage; unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors and SigLIP2 HF-vs-JAX implementation discrepancy are distinct." + "reason": "Docs example/model-processor mismatch vs SigLIP2 HF-vs-JAX implementation discrepancy; not the same concrete bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to MLukeTokenizer task AttributeError." + "reason": "BitNet packed-weight loading vs MLukeTokenizer AttributeError; unrelated load/tokenizer issues." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure and an unreleased PEFT version bump are not the same underlying problem." + "reason": "Model loading regression vs PEFT version bump to unreleased release; no shared bug." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen models is separate from num_labels propagation in Qwen3.5 config." + "reason": "Video regression in Qwen models vs num_labels propagation in Qwen3.5 config; different failure modes." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing crash and flash-attention generation bug are different code paths." + "reason": "Qwen3OmniMoe video-input ValueError vs Qwen3.5 flash-attention generation bug; not the same path." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to ZeRO-3 gradient growth." + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up; unrelated training semantics." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure and offline-mode model_info() regression are different bugs." + "reason": "Model load failure for cjvt/sleng-bert vs offline hub regression in AutoTokenizer; different causes." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Smollm3 RoPE layer count bug vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference CUDA OOM are not the same issue." + "reason": "Gemma4 text-only fine-tuning token-type default vs multi-GPU inference OOM; not a duplicate." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval and ZeRO-3 gradient anomalies are different problems." + "reason": "Embedding dtype drift across train/eval vs abnormal gradient increase under ZeRO-3; separate numerical issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE, but one is accelerate/deepspeed weight conversion and the other is dev loading breakage." + "reason": "Qwen3 MoE loading/weight-conversion issue vs Qwen3VL MoE dev-breakage; related model family but different concrete bugs." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression and tied-weight serialization differences are separate failures." + "reason": "Custom model initialization breakage vs inconsistent lm_head.weight serialization; different code paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing model class is unrelated to the Float8 storage-object lookup error." + "reason": "Missing Qwen2_5_VL import vs missing Float8 storage object; unrelated import/runtime errors." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example mistakes are not the same as the processor.tokenizer / image-to-tokenizer regression." + "reason": "Docs example problems vs v4.57.5 custom processor/tokenizer regression; not the same underlying bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization changes are unrelated." + "reason": "Aux-loss normalization vs tokenization changes across versions; no shared defect." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Mac bus error on a pretrained CLIP model is unrelated to Qwen2-VL multi-GPU training." + "reason": "Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13; different incompatibilities." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Float8 storage lookup and flash_attn Python 3.13 import key error are different issues." + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field model-load failure and Bark CPU offload device mismatch are unrelated." + "reason": "Legacy field loading failure in Beit vs device mismatch in bark-small CPU offload; different models and bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different server paths." + "reason": "serve continuous-batching multimodal crash vs KV-cache continuation tensor indexing bug; separate server paths." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized in init_empty_weights are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights unexpected argument; unrelated config/init issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Token-ID persistence and tokenizer AttributeError on tasks are different bugs." + "reason": "DiaConfig token-ID persistence bug vs MLukeTokenizer task AttributeError; different failure mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for a model vs version bump of MIN_PEFT_VERSION; no common bug." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Beit legacy field loading issue vs BigBirdTokenizer special-token registration bug; different tokenizer/model surfaces." } ] }, @@ -6438,21 +6470,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:15354", + "issue:28218", "issue:29942", "issue:30333", + "issue:33357", + "issue:34567", "issue:38175", "issue:39401", "issue:43232", "issue:43278", "issue:43295", "issue:43334", - "issue:43493", "issue:43525", "issue:43540", - "issue:43575", "issue:43606", "issue:43688", "issue:43701", @@ -6471,7 +6504,6 @@ "issue:44625", "issue:44792", "issue:44849", - "issue:44898", "issue:44964", "issue:45072", "issue:45084", @@ -6482,7 +6514,6 @@ "issue:45325", "issue:45356", "issue:45405", - "issue:45412", "issue:45446", "issue:45520", "issue:45584", @@ -6490,224 +6521,211 @@ "issue:45759" ], "soft_pairs": [ - "issue:43575|issue:45405", "issue:44625|issue:45759", - "issue:44792|issue:45405", "issue:43606|issue:44112", - "issue:44521|issue:45290", + "issue:44792|issue:45405", "issue:43994|issue:44493", + "issue:44521|issue:45290", "issue:44464|issue:45584", "issue:29942|issue:30333", + "issue:28218|issue:34567", "issue:43844|issue:44964", + "issue:45084|issue:45520", "issue:43688|issue:43873", "issue:15354|issue:38175", - "issue:45084|issue:45520", - "issue:44568|issue:45701", "issue:44554|issue:45446", + "issue:44568|issue:45701", "issue:43540|issue:45200", - "issue:45072|issue:45198", "issue:43232|issue:44849", + "issue:45072|issue:45198", "issue:39401|issue:44568", "issue:43278|issue:43701", "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:45200|issue:45325", "issue:43295|issue:44610", "issue:44554|issue:45356", - "issue:45200|issue:45325", "issue:43334|issue:43525", - "issue:44466|issue:45127", - "issue:43493|issue:43701", - "issue:44898|issue:45412" + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "cecfff152a77325070ccffe5a2e3723f46000170f8ce191b6577d484d6eb78fd", + "prepared_review_unit_hash": "52859ebe79c4e8e318376d22a29abbbd232157566af8d7d688f3949c4aecf29e", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35906, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34986, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous model- and subsystem-specific bugs, not a tight duplicate cluster. The soft-similarity pairs are generally false positives; no PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue clearly subsumes the others; if forced to pick an umbrella-style representative, issue 45701 is the broadest, but it is still too vague to be a true canonical duplicate target.", + "summary": "This is a heterogeneous cluster of unrelated bug reports; the soft-similarity pairs are all superficial and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a safe anchor here: the items span unrelated tokenizer, generation, training, multimodal, and CI regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most general and reusable representative among the set, with the broadest scope around tokenizer/version behavior, though it does not actually match the other items closely.", + "best_issue_reason": "No global best issue stands out; none of the issues covers the cluster\u2019s disparate failure modes well enough to serve as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Different problems: TP OOM on model load vs unreleased PEFT version requirement." + "reason": "Both concern Qwen3.5/Qwen3.6 config handling, but one is num_labels propagation and the other is unwrapping text_config for multimodal from_config; different code paths and symptoms." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both involve Qwen config plumbing, but one is num_labels propagation and the other is unwrapping text_config from composite configs; not the same bug." + "reason": "One is a CPU offload device-mismatch with quantization, the other is a stale device override CI failure in GraniteSpeech; not the same bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a PEFT version bump." + "reason": "A failing janus model test and a MIN_PEFT_VERSION release mismatch are unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Different models and failures: CPU offload device mismatch vs a stale CI test override." + "reason": "Model/pipeline nonsense outputs and unexpected position-id keys point to different failures and fixes." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Different symptoms and code paths: bad SigLIP2 outputs vs unexpected position_id keys." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention CI failures and MLflow job-state reporting are unrelated." + "reason": "Flash Attention 2 CI test failures are unrelated to MLflow job-status reporting." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient inflation is unrelated to loading Phi-4 multimodal models." + "reason": "ZeRO-3 gradient inflation and loading a multimodal model are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compilation error for non-template nodes is not the same as a Python 3.13 flash_attn import KeyError." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to quantized offloading behavior." + "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct issues." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export support and SigLIP2 zero-probability outputs are different issues." + "reason": "torch.jit.script GeneratorExp support is unrelated to unexpected zero probabilities in siglip2." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Non-template-node compile error and flash_attn import KeyError are unrelated." + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version check guarding AuxRequest imports." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "Specific BOS/EOS token regression for one tokenizer is not the same as a broad tokenization-version-change report." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are different bugs." + "reason": "Both mention tokenization regressions, but one is a specific mdeberta-v3-base special-token bug and the other is a broader version-dependent tokenization change." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma 4 token-type defaults." + "reason": "Qwen3OmniMoe video-input processing and Gemma 4 mm_token_type_ids defaults are different multimodal issues." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "BFloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "_update_model_kwargs_for_generation after sync_gpus and Qwen3.5 output_hidden_states are separate generation/config bugs." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Generation kwargs after sync_gpus and Qwen3.5 hidden-state output bugs are unrelated." + "reason": "bf16 dtype mismatches in inference do not match Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer is not the same as missing BOS/EOS insertion for mDeBERTa." + "reason": "Both are tokenizer bugs, but offset_mapping errors for Qwen3 and BOS/EOS insertion failures for mdeberta-v3-base are not the same underlying defect." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 dtype change during eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift in evaluate and resume_from_checkpoint key mismatch are unrelated training-state issues." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Liger Kernel not applied with model_init has no concrete overlap with the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index temporal scaling are different multimodal configuration bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer access regression is different from OmDet-Turbo\u2019s image-size mismatch." + "reason": "Processor/tokenizer regression when passing images is unrelated to OmDet-Turbo\u2019s 640px-vs-224px preprocessing mismatch." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "An MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id AttributeErrors, but they affect different model/config classes and likely need separate fixes." + "reason": "They share a missing-pad_token_id symptom, but they affect different config classes and model families, so they are not clearly the same bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Inconsistent serialization of lm_head.weight is unrelated to LoRA merge collapse with extended vocabulary." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 JAX-vs-HF discrepancy is unrelated to checkpoint resume key mismatch." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory not being released." + "reason": "Inconsistent serialized tied weights and LoRA merge collapse are different problems in different parts of the stack." } ] }, @@ -6729,7 +6747,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:37428", "issue:38175", @@ -6742,8 +6760,8 @@ "issue:43493", "issue:43572", "issue:43575", - "issue:43606", "issue:43653", + "issue:43701", "issue:43819", "issue:43824", "issue:43825", @@ -6766,6 +6784,7 @@ "issue:44610", "issue:44792", "issue:44857", + "issue:44898", "issue:44936", "issue:44987", "issue:45083", @@ -6780,266 +6799,273 @@ "issue:45593" ], "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43493|issue:43701", "issue:37428|issue:43957", "issue:43572|issue:44987", "issue:43873|issue:44464", - "issue:43295|issue:43450", "issue:43572|issue:43957", + "issue:43295|issue:43450", "issue:43824|issue:43975", "issue:43844|issue:44936", "issue:43295|issue:43873", "issue:44514|issue:44521", - "issue:44442|issue:45198", "issue:38175|issue:45412", "issue:43278|issue:43856", "issue:43295|issue:43994", - "issue:38175|issue:43493", + "issue:44442|issue:45198", "issue:37428|issue:43824", + "issue:38175|issue:43493", "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:43653|issue:44112", "issue:43450|issue:43493", - "issue:43450|issue:43575", "issue:44360|issue:44561", + "issue:43450|issue:43575", "issue:44792|issue:45563", - "issue:43819|issue:45083", "issue:45127|issue:45245", - "issue:43262|issue:43450", + "issue:43819|issue:45083", "issue:44206|issue:45584", + "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:44857|issue:45593", - "issue:43278|issue:43825", - "issue:43606|issue:45083", - "issue:45290|issue:45381" + "issue:45290|issue:45381", + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "6552d82c24b2c529d057f7b4575a0bf446e000f4b50bf0a80c7ded158a6f2535", + "prepared_review_unit_hash": "649645b42f2d9c3bf57bfcbe416a86255fc3373d43c37ac16dda9e975322bd00", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36944, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37798, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and the soft edges are too broad to treat as true duplicates. There is a small chat-template/multimodal subgroup, but even there the paired issues describe different failure modes, so I would not merge any of the suggested edges.", - "confidence": 0.27, - "canonical_issue_reason": "No issue cleanly represents the whole set. If forced to pick one representative, issue 44521 is the broadest open, user-facing report in the only clearly related subgroup (multimodal `apply_chat_template` behavior), but it is not a duplicate of the others.", + "summary": "The set is heterogeneous and does not contain any clear duplicate issue/PR cluster. All proposed soft pairs are false positives: they share broad Transformers themes but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue emerges from this batch because the items cover unrelated regressions across imports, processors, training, tokenizers, and model-specific behavior. If one issue must anchor the set, issue:43824 is the strongest candidate because it is a concrete top-level import regression with many references and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best single representative among these because it has the broadest framing and strongest overlap with the chat-template/multimodal subset, though the overall cluster is too mixed for a strong canonical choice.", + "best_issue_reason": "issue:43824 is the best global issue candidate: it is a crisp, user-visible regression, has the strongest duplicate-magnet signals (inbound refs/discussion), and describes a narrowly reproducible import failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver non-default resolution handling vs RT-DETR model memory release." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different failure classes: SigLIP2 implementation mismatch vs resume_from_checkpoint key mismatch." + }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different failures: an ImportError for `_flash_supports_window_size` versus meta-device model loading regressions. Same library, not the same bug." + "reason": "Both are import/load regressions, but for unrelated code paths and models." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Different model/config breakages with no clear shared code-path; one is `StableLmConfig.pad_token_idx`, the other is a load failure for a specific model on v5.1+." + "reason": "Both involve v5 model/config compatibility, but one is a missing config field and the other is a model load failure for a specific repo." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offload behavior and compiled-forward chunked generation are unrelated symptoms and code paths." + "reason": "Quantization offloading behavior is unrelated to chunked generation with compiled forward." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Processor/tokenizer regression is not the same bug as batched video shape handling." + "reason": "Shared v5 breakage theme only; config field omission and meta-device loading are different bugs." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Different regressions: missing config field versus meta-device loading failures; no evidence of one underlying issue." + "reason": "Processor/tokenizer regression is unrelated to batched video shape handling." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import/export failure for Qwen2.5-VL is not the same as DeepSeek detokenization corruption." + "reason": "Different symptoms and code paths: missing exported class import vs incorrect detokenization." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Training-gradient instability with ZeRO-3 is a different problem from `trainer.evaluate()` failing after training." + "reason": "Gradient explosion in DeepSpeed ZeRO-3 is unrelated to trainer.evaluate() state after train()." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor API regression and offloading/quantization behavior are separate subsystems and bugs." + "reason": "Processor API regression and quantization/offloading behavior are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks; related area, different concrete bug." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizer/model families and different failure modes (`AutoTokenizer` load vs save/tokenization failure)." + "reason": "Both are chat-template related, but one is a padding=False crash on batched inputs while the other is all-zero assistant masks for multimodal prompts." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory not released are unrelated." + "reason": "Different models and problems: SigLIP2 output issue vs RT-DETR memory cleanup." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype mismatch during eval is not the same as Qwen3 MoE memory usage." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Custom processor/tokenizer regression and SigLIP2 output quality issues are different bugs." + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 inference mismatch." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities in a model run and the other is a discrepancy versus JAX implementation; not clearly the same concrete defect." + "reason": "Different tokenizer families and failures: FastSpeech2Conformer loading vs Wav2Vec2 save/tokenization." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Import errors for different symbols and models; no shared underlying bug." + "reason": "Both are import errors, but they affect different symbols and modules." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities in pipeline/model output and the other is divergence from original JAX implementation." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure for Qwen3 MoE versus missing Qwen2.5-VL export are unrelated." + "reason": "Qwen3MoE FP8 config failure is unrelated to a missing top-level import symbol." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs/API transition issues around v5, but they concern different pipeline behaviors and should not be merged." + "reason": "Both are docs/pipeline API topics, but one is pipeline removal fallout and the other is a specific TextClassificationPipeline doc mismatch." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and GraniteSpeech device override tests are different issues." + "reason": "Tokenizer special-token registration bug is unrelated to the GraniteSpeech CI device-override test." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video batched-shape bug and SigLIP2 implementation discrepancy do not share the same failure mode." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video shape handling is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "Video batch shape bug is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of `is_torch_fx_available` breakage are not the same bug." + "reason": "DSA indexer discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Janus image-generation test failure is unrelated to paged `generate()` warning behavior." + "reason": "Video processor shape handling is unrelated to Qwen2-57B-A14B-Instruct OOM under tensor parallel loading." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "DAC latent reconstruction mismatch and Qwen3 Omni MoE feature-length helper behavior are different code paths." + "reason": "Janus image-generation test failure is unrelated to a stale warning in paged generate()." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/collapsed model behavior is unrelated to category-count limits." + "reason": "LoRA/vocabulary merge collapse is unrelated to the categories upper-bound runtime error." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and video batched shape handling are different processor bugs." + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor argument regression and Whisper empty-transcription failure are unrelated." + "reason": "Feature extractor center-arg crash and Whisper empty-transcription failure are unrelated processor bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shapes." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/latents mismatch and GraniteSpeech CI device override are separate issues." + "reason": "Different systems entirely: DAC latent decoding vs GraniteSpeech CI device override." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch and LwDetrImageLoss AMP crash are different bugs." + "reason": "OmDet-Turbo image size mismatch is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a flash-attention helper and Torch 2.10 incompatibility are not the same defect." + "reason": "ImportError for a flash-attention helper is unrelated to Torch 2.10 compatibility." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crash versus missing auxiliary losses when denoising is off are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype change and pipeline translation error-message regression are different problems." + "reason": "Both are training-loss bugs, but one is AMP/CUDA crash and the other is missing auxiliary losses in D-FINE." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "CPU-offload device mismatch in Bark and a Qwen3 Omni MoE helper behavior issue are unrelated." + "reason": "Both involve chat/template or multimodal inputs, but one crashes on assistant tool-call messages and the other reports wrong vision_position_ids." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Assistant-message tool-call crash in `apply_chat_template` and Qwen2.5-VL video `vision_position_ids` mismatch are different bugs." + "reason": "Embedding dtype regression is unrelated to a pipeline error message suggesting unsupported translation tasks." } ] }, @@ -7061,12 +7087,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ + "issue:28218", "issue:29127", "issue:29942", "issue:32090", - "issue:34689", "issue:35141", "issue:37428", "issue:38175", @@ -7081,7 +7107,6 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43701", "issue:43720", "issue:43819", "issue:43931", @@ -7100,6 +7125,7 @@ "issue:44977", "issue:45072", "issue:45083", + "issue:45198", "issue:45200", "issue:45229", "issue:45310", @@ -7109,15 +7135,17 @@ "issue:45520", "issue:45588", "issue:45593", - "issue:45712" + "issue:45712", + "issue:45803" ], "soft_pairs": [ - "issue:44448|issue:44743", "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:44448|issue:44743", "issue:43335|issue:43550", - "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:37428|issue:44351", + "issue:44462|issue:44561", "issue:43611|issue:43931", "issue:43388|issue:43526", "issue:39692|issue:43526", @@ -7125,15 +7153,16 @@ "issue:43335|issue:43653", "issue:29942|issue:32090", "issue:44855|issue:45083", - "issue:45310|issue:45478", "issue:43404|issue:45200", - "issue:43550|issue:44112", + "issue:45310|issue:45478", "issue:39692|issue:44493", + "issue:43550|issue:44112", "issue:43335|issue:45083", "issue:43335|issue:43504", - "issue:44448|issue:44779", "issue:44292|issue:45520", + "issue:44448|issue:44779", "issue:38175|issue:44493", + "issue:28218|issue:35141", "issue:43335|issue:45072", "issue:44977|issue:45229", "issue:43335|issue:45593", @@ -7141,257 +7170,262 @@ "issue:44448|issue:44977", "issue:45459|issue:45712", "issue:44568|issue:45491", - "issue:29127|issue:32090", + "issue:45198|issue:45803", "issue:43606|issue:44857", + "issue:29127|issue:32090", "issue:40444|issue:43526", - "issue:34689|issue:35141", - "issue:44857|issue:45072", - "issue:43701|issue:45083" + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "9aa6aac0bb1fa2d3b540fb4296da362c82c0f006b36ee77beb66468d23891552", + "prepared_review_unit_hash": "f685b6d7f7ef5f7432b4b46875a6f8ca4a9c36644f642e92a718d4fb58441a68", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37901, - "estimated_input_tokens": 9476, - "estimated_eval_tokens": 19208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; the only clear duplicate is the Qwen3.5 Moe from_pretrained regression, which appears as an exact title match in issues 45310 and 45478.", + "summary": "Only one soft duplicate is convincing: the two identical Qwen3.5 MoE from_pretrained error reports. The rest are distinct issues across different models, APIs, or failure modes.", "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the earlier, better-supported report of the exact Qwen3.5 Moe from_pretrained regression and has an inbound reference, making it the best canonical issue.", + "canonical_issue_reason": "Issue 45310 is the better canonical for the Qwen3.5 MoE from_pretrained failure: it appeared first, has the same exact title as 45478, and looks like the fuller original report; 45478 is a duplicate re-report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative issue here because it is the original of the only exact duplicate pair and is phrased as a concrete, reproducible bug.", + "best_issue_reason": "Issue 45310 is the best issue to keep as the representative because it most clearly names the concrete bug and predates the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different models and failure modes: Pegasus output regression vs Qwen3.5 recurrent-state reset." - }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Gemma4 token-type handling vs flash_attention integration crash on s_aux=None." + "reason": "Different bugs: Gemma 4 text-only fine-tuning token-type defaults vs a flash_attention.py crash on sink-less models." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different subsystems and bugs: SwitchTransformers config layer count vs Bamba torch.compile/SDPA failure." + "reason": "Different components and failures: Bark CPU offload device mismatch vs a qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Unrelated regressions: tokenizer.json loading vs removal of is_torch_fx_available affecting trust_remote_code." + "reason": "Different model behaviors: Pegasus output mismatch across versions vs Qwen3.5. modular recurrent-state reset with cache." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config bug vs Bamba torch.compile + SDPA failure." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is a remote-code API removal issue and the other is a Deepseek tokenizer correctness bug." + "reason": "Unrelated regressions: trust_remote_code breakage from a removed utility vs DeepSeek tokenizer output changes." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different symbols and subsystems (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading issue, not the v5 trust_remote_code utility removal breakage." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading failures for different models: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + "reason": "General model-loading breakage vs a specific Qwen3-VL weight-shape mismatch; not the same underlying defect." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is metric gathering and the other is Beit image-processor label reduction." + "reason": "Different tensor/label bugs: gather_for_metrics truncation vs BeitImageProcessorFast reduce_labels returning one label." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/example failures are not the same bug as BeitImageProcessorFast label reduction." + "reason": "Documentation/example errors vs a fast image processor label handling bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and components: DAC latent reconstruction vs unexpected position-id key handling." + "reason": "Different failures: DAC latent/forward mismatch vs unexpected position-id keys across many models." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different models and bugs: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + "reason": "Different model families and symptoms: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Unrelated runtime problems: FlashAttention 2 test failures vs Trainer _gpu_broadcast_one NoneType handling." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python parsing/import issue in DebertaV2 vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/parsing issue in DebertaV2Model vs helper output-length logic in qwen3_omni_moe." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Distinct generation/tie-weight bug vs Gemma 4 multimodal token-type defaulting." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same Qwen3.5 Moe from_pretrained error report; clearly the same underlying bug." + "reason": "Identical title and same concrete Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a duplicate report." }, { - "left": "issue:43404", - "right": "issue:45200", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different generation/training bugs: lm_head weight tying vs mm_token_type_ids defaulting." + "reason": "SigLIP2 documentation/example issues are not the same as broad position-id key warnings." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different failures in different models: torch.compile SDPA issue vs stale CI device-override test." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to position-id key regressions." + "reason": "Different CI/runtime failures: Bamba SDPA torch.compile vs GraniteSpeech stale device override test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model families and code paths; no shared concrete bug." + "reason": "Different bugs in different models: SwitchTransformers layer creation vs qwen3_omni_moe feature-length computation." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config bug and Beit legacy-field loading bug are unrelated." + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT pretrained preset loading with a legacy field." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Both are transformer v5 regressions, but they affect different models and causes." + "reason": "Different Qwen-related failures with different causes: NVFP4 runtime error vs missing flash_attn import on Python 3.13." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is not the same as a Python 3.13 flash_attn import KeyError." + "reason": "Different symptoms and models: Pegasus output drift vs DeepSeek tokenizer correctness on v5." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different issues: zero probabilities in SigLIP2 vs unexpected position-id keys." + "reason": "SigLIP2 zero-probability issue is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adds extra spacing after added tokens, while the other issue is about output embeddings being reinitialized on resize." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different bfloat16/ dtype mismatch failures in different models, not the same bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different models and failures: flash-attention generation bug vs CUDA OOM on multi-GPU inference." + "reason": "Different Qwen/Gemma issues: flash-attention generation problems vs multi-GPU CUDA OOM." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug and missing auxiliary losses are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading failure is unrelated to a stale CI device-override test." + "reason": "BitNet packed-weight loading bug is a different failure mode from GraniteSpeech device-override CI flakiness." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms; one is output drift, the other is flash-attention generation failure." + "reason": "Different models and root causes: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking and leftover dummy classes are separate maintenance issues." + "reason": "Tokenizer exception handling hiding real errors is unrelated to leftover dummy classes and repo checks." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token addition bug and Gemma3 NaN embeddings are unrelated." + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Error-message clarity in layoutlmv3 is not the same as a Trainer broadcast TypeError." + "reason": "Wav2Vec2 save/tokenization failure is a different bug than a bare except swallowing errors in FuyuBatchFeature." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device-mismatch CPU offload bug and float16 AMP crash are different failures." + "reason": "Different models and failure contexts: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Multi-image iterable-dataset finetuning bug is unrelated to Beit label reduction." + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer NoneType broadcast exception." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Model-loading regression for Llama 3.2 vision and post_init reinitialization are distinct bugs." + "reason": "Qwen2.5-VL iterable dataset / multi-image prompt failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different model/runtime issues: LwDetr AMP crash vs SwitchTransformers dtype mismatch." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Different numerical stability/runtime issues in different models, not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45310 and 45478 are the only exact title match, and 45310 is earlier with an inbound reference. The soft-edge verdicts are conservative and do not overstate evidence; the lone true duplicate call is well supported." + "feedback": "The output is grounded in the packet and stays conservative overall. The only accepted soft duplicate is the exact-title Qwen3.5 MoE from_pretrained pair, which is well supported by the data. The remaining pair rejections are phrased cautiously and align with the distinct titles/subsystems shown in the packet." }, "evaluator_used": true, "retried": false, @@ -7410,12 +7444,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:25251", "issue:29942", - "issue:30064", "issue:32090", + "issue:34689", "issue:35141", "issue:36010", "issue:37428", @@ -7429,6 +7463,7 @@ "issue:43421", "issue:43550", "issue:43653", + "issue:43701", "issue:43873", "issue:43927", "issue:43976", @@ -7461,238 +7496,245 @@ "issue:45698" ], "soft_pairs": [ - "issue:43927|issue:45698", + "issue:34689|issue:35141", + "issue:43701|issue:45083", "issue:45372|issue:45588", - "issue:43550|issue:45083", + "issue:43927|issue:45698", "issue:44977|issue:45563", + "issue:43550|issue:45083", "issue:43412|issue:45588", "issue:43066|issue:44462", - "issue:43873|issue:44493", "issue:45245|issue:45563", + "issue:43873|issue:44493", "issue:29942|issue:35141", "issue:45372|issue:45459", "issue:36010|issue:37428", - "issue:44448|issue:44466", "issue:43278|issue:43381", "issue:25251|issue:32090", + "issue:44448|issue:44466", "issue:44857|issue:45588", "issue:43065|issue:45412", "issue:43653|issue:44743", - "issue:44186|issue:45198", "issue:44451|issue:45520", - "issue:44361|issue:45198", + "issue:44186|issue:45198", "issue:43976|issue:45440", - "issue:44265|issue:45198", "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", "issue:44871|issue:44977", + "issue:44265|issue:45198", "issue:43421|issue:45491", - "issue:42915|issue:42994", - "issue:29942|issue:30064", "issue:44206|issue:44479", "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "09e4521981c1d1f90387584150bc47f175cfd3533569445e7b1aa38193ab27c2", + "prepared_review_unit_hash": "d9df7bbde41786b7761cc618c806864e8062f8765795bada5a99e6617743060f", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35812, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "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 bugs and regressions, so all soft edges should be rejected. There are no PRs in the input, and no single issue cleanly represents the whole set.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous across tokenization, generation, quantization, vision, import, and trainer/runtime bugs.", + "summary": "This set is heterogeneous: tokenizer, loading, export, flash-attention, quantization, and runtime issues mixed together. None of the soft pairs look like true duplicates or mergeable change-equivalents. Issue 43873 is the broadest representative, but the cluster is not a tight duplicate family.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 43873 is the broadest, most active open report here and works best as a representative anchor, though it does not actually duplicate the other items.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable because none of the issues subsumes the others or represents one underlying defect.", + "best_issue_reason": "43873 has the widest scope and strongest discussion/inbound-ref signal among the issues, making it the best single issue representative of this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression vs embedding reinit after resize; different code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve save/load behavior around custom tokens or modules, but one is about token IDs being lost and the other is about loading the wrong custom module; different failure modes." + "reason": "Checkpoint key mismatch vs a qwen3_omni_moe helper-function behavior issue; unrelated bugs." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "ImportError in Gemma 4 processor loading from a missing dependency is unrelated to a flash-attention crash on sink-less models." + "reason": "Missing ReasoningEffort import vs flash_attention s_aux=None crash; not the same failure." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 and a helper output-length bug in qwen3_omni_moe are distinct code paths." + "reason": "Save/load config field loss vs wrong custom module resolution after save_pretrained; related lifecycle, but distinct bugs." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and a stale num_return_sequences warning in paged generate() are not the same bug." + "reason": "Flash-attention generation regression vs stale warning in paged generate; different behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure vs _get_feat_extract_output_lengths behavior; unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure due to missing training guard/erfinv support is unrelated to the s_aux=None flash_attention.py crash." + "reason": "ExecuTorch export guard/erfinv support issue vs flash_attention attribute crash; different code paths." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are both tokenizer issues, but they affect different loading/serialization logic." + "reason": "Tokenizer decoder type mismatch vs AutoTokenizer ignoring tokenizer.json; same area, but different bug." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Quantization offloading behavior and an unexpected position-id key error are different symptoms with no clear shared code-path." + "reason": "Category-limit RuntimeError vs stale warning text; unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Category-count runtime error and a stale generation warning are unrelated." + "reason": "Quantization/offloading problem vs unexpected position-id key warning; not the same issue." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated regressions." + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; no shared bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Missing ReasoningEffort import and protobuf decode-error masking affect different tokenizer/processor paths." + "reason": "ImportError for ReasoningEffort vs protobuf-error masking in tokenizer code; distinct import/error-handling bugs." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors, but they are for different symbols, modules, and likely fixes." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus output differences across versions and inconsistent lm_head.weight serialization are separate model-behavior issues." + "reason": "Both are import errors, but they involve different missing symbols and different modules/code paths." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in evaluate() and gradient-checkpointing incompatibility in eval mode are distinct." + "reason": "Eval-time dtype drift vs gradient-checkpointing being unsupported in eval; different problems." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "top_k nesting output change in pipeline and Trainer NoneType broadcast error are unrelated." + "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output between v4 and v5 vs serialization of tied weights depending on device; not the same concrete bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to the sink-less flash_attention None crash." + "reason": "AMP/CUDA crash in image loss vs flash_attention s_aux=None AttributeError; unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak on deletion are different problems." + "reason": "Dummy Conv2d placeholder issue vs memory not released on delete; different symptoms and fixes." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and qwen3_5 recurrent-state reset are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are different model/tokenizer bugs." + "reason": "Tokenizer special-token registration bug vs recurrent state reset with cache; different subsystems." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading failure and flash_attn KeyError on Python 3.13 are unrelated." + "reason": "Model loading failure vs Python 3.13 flash_attn import KeyError; unrelated." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError and Wav2Vec2 save_pretrained/tokenization failure do not share the same underlying defect." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; both tokenizer-related but not the same bug." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Python version compatibility problem and DeepseekV3MoE divergence are unrelated." + "reason": "torch.export check failure vs save_pretrained/tokenization failure; unrelated code paths." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization failure are different code paths." + "reason": "Python-version compatibility bug vs model divergence from remote implementation; unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 nonsense outputs and RT-DETR memory retention are not the same bug." + "reason": "AutoModel/pipeline nonsensical output vs RT-DETR memory release issue; different failures." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Gemma-3 eos_token_id configuration mismatch and Qwen3.5 flash-attention generation regression are separate issues." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; not the same issue." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "TokenizerBackend post-processor update behavior and Gemma3 NaN embeddings on GPU are unrelated." + "reason": "Quantized inference/config failure vs quantized model saving failure; same broad domain, but different concrete bugs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Qwen3Moe FP8 failure during inference/training and quantized model saving failure are different quantization bugs." + "reason": "eos_token_id config mismatch vs flash-attention generation regression; unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Runtime tokenizer post-processor update feature request vs Gemma3 NaN embeddings on GPU; different topics." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video input regression are different failures." + "reason": "Unsupported feature-extractor arg vs video-input regression in Qwen VL models; unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 AutoModel/pipeline behavior are unrelated." + "reason": "Dummy Conv2d placeholder vs model-output mismatch; different bugs." } ] }, @@ -7714,10 +7756,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:29127", "issue:29942", + "issue:30064", "issue:32090", "issue:33357", "issue:34567", @@ -7730,6 +7773,7 @@ "issue:43329", "issue:43334", "issue:43381", + "issue:43441", "issue:43452", "issue:43526", "issue:43531", @@ -7745,7 +7789,6 @@ "issue:44206", "issue:44279", "issue:44442", - "issue:44464", "issue:44554", "issue:44610", "issue:44734", @@ -7761,11 +7804,11 @@ "issue:45406", "issue:45412", "issue:45440", - "issue:45491", "issue:45588", "issue:45593" ], "soft_pairs": [ + "issue:29942|issue:30064", "issue:44734|issue:45406", "issue:33357|issue:39692", "issue:29127|issue:34567", @@ -7773,14 +7816,14 @@ "issue:45103|issue:45372", "issue:43873|issue:45229", "issue:43756|issue:45440", - "issue:43723|issue:44554", "issue:45372|issue:45406", + "issue:43723|issue:44554", "issue:43278|issue:43575", "issue:43381|issue:43701", "issue:43278|issue:43329", "issue:43653|issue:44442", - "issue:45440|issue:45593", "issue:41720|issue:45229", + "issue:45440|issue:45593", "issue:29942|issue:36010", "issue:32090|issue:33357", "issue:43334|issue:43531", @@ -7790,221 +7833,227 @@ "issue:43526|issue:44857", "issue:42915|issue:43931", "issue:43526|issue:44610", - "issue:44743|issue:44811", - "issue:44442|issue:45072", "issue:43262|issue:44206", + "issue:43441|issue:45588", "issue:43452|issue:45588", - "issue:43575|issue:43701", - "issue:44464|issue:45491" + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701" ], - "prepared_review_unit_hash": "06a6e03128fae22379544ad63841cff0e045ee1290318171009ea6a79bb25d93", + "prepared_review_unit_hash": "f1a8f439ca48e3be6c6d42e91cc82008e5468976ad82d5009ee3916cc2376062", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36804, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 31, + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly surface-similar but refer to different models, components, and failure modes. I found no true duplicate/merge-worthy PR-style overlap, and no single issue cleanly represents the whole set.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical duplicate source: the items span unrelated bugs across training, tokenizers, multimodal processors, generation, and model loading.", + "summary": "These issues are mostly unrelated reports across transformers subsystems; I don\u2019t see a true duplicate cluster. All soft edges look like broad thematic similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "If a representative issue must be chosen, issue 45372 is the clearest and most actionable report: it has a concrete import failure, version scope, and downstream processor-loading impact.", "canonical_pr_reason": null, - "best_issue_reason": "If a single anchor is needed, issue:45229 is the strongest standalone report because it has the most discussion and describes a high-impact multi-GPU inference OOM regression.", + "best_issue_reason": "Issue 45372 is the strongest standalone issue in this set because it is specific, reproducible, and clearly explains a user-facing breakage path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different failures in unrelated areas: Flash Attention 2 test instability vs image processor void segmentation handling." + }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different Gemma4-related failures: KV-cache continuation tensor indexing vs missing `_tokenizer` on processor load/serve." + "reason": "Both mention transformers serve, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both mention CLIP/SigLIP-style usage, but one is a MacOS bus error in a community CLIP model and the other is a docs example mismatch/quantization failure." + "reason": "Different model families and bugs: MacOS bus error on CLIP vs SigLIP2 doc/example errors." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging vs TrainerState token counting update bug; unrelated subsystems." + "reason": "LayoutLMv3 error messaging vs TrainerState token counting update are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo vs RT-DETR memory not being released; different bugs." + "reason": "Input resolution mismatch for OmDet-Turbo is unrelated to RT-DETR memory release behavior." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation crash vs Gemma4 loading import failure; no shared code path." + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different code paths and symptoms." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both are memory/loading-adjacent, but one is quantization/offloading behavior and the other is a model-specific multi-GPU OOM." + "reason": "Both touch memory/quantization, but one is offloading behavior and the other is multi-GPU OOM for a specific model." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model families and different architectural issues: Smollm3 RoPE layer handling vs DeepSeekV3 MoE divergence." + "reason": "Both are model-implementation divergence reports, but they concern different models and different defects." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer loading regression in v5 vs MPS attention correctness with mismatched value/query head dims." + "reason": "Same broader Gemma4 area, but one is a mistral_common import dependency issue and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Both touch Gemma4 loading, but the root causes differ: missing `ReasoningEffort` import vs missing `_tokenizer` attribute in serve." + "reason": "Tokenizer loading failure and MPS attention correctness are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during eval vs Qwen2-57B tensor-parallel OOM; not the same bug." + "reason": "BF16-to-FP32 dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs resume-from-checkpoint key mismatch; unrelated trainer behaviors." + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are distinct training issues." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different issues entirely: dtype change in evaluation vs multimodal token counting video-branch undefined names." + "reason": "Different bug classes: dtype change in eval vs undefined variables in multimodal token counting video branch." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer failing on a FastSpeech2Conformer tokenizer; different failure modes." + "reason": "Tokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a different tokenizer class." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Different model-specific runtime failures: cudaErrorAssert on Qwen3 vs OOM on Gemma4 31B." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Different model-specific GPU problems: Qwen3 auto device-map assert vs Gemma4 multi-GPU OOM." + "reason": "Native implementation divergence is unrelated to missing auxiliary losses when denoising is off." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + "reason": "Flash Attention test failures are unrelated to GenerationMixin import errors." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error vs MacOS CLIP bus error; no shared bug." + "reason": "Trainer broadcast NoneType error and MacOS bus error are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing `pad_token_id` vs Qwen3-MoE sliding-window issue; different components and symptoms." + "reason": "Qwen3-VL pad_token_id loading issue and Qwen3-MoE sliding_window behavior are different defects." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LayoutLMv2Tokenizer crashes on NER/padding; not the same defect." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are unrelated preprocessing issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems vs category-count overflow; unrelated." + "reason": "Flash-attention generation bug and category-count limit error are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing `Qwen2_5_VLForConditionalGeneration` import vs generic dependency issue; too broad and not the same root cause." + "reason": "Specific Qwen2.5-VL import error vs a generic dependency issue are not the same bug." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Beit label reduction bug vs LwDetrImageLoss AMP/CUDA crash; different model paths." + "reason": "Label reduction bug and float16/CUDA loss crash are different components and failure modes." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight shape mismatch; distinct model-loading errors." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading problems." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "Different processor bugs: Beit label reduction vs OmDet-Turbo image size mismatch." + "reason": "Beit label reduction and OmDet-Turbo input-size mismatch are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache vs Whisper batch_decode ignoring skip_special_tokens; unrelated." + "reason": "Audio chat-template sampling-rate default and unsupported center argument in LasrFeatureExtractor are different processor bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve flash attention, but one is a Ministral-3 regression and the other is null-handling for sink-less models." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs LasrFeatureExtractor unsupported argument crash; different paths." + "reason": "GGUF loading via AutoTokenizer/AutoModelForCausalLM is unrelated to flash-attention s_aux null handling." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "gguf_file loading regression vs flash_attention `s_aux=None` crash; unrelated." + "reason": "Tokenizer loading and bfloat16 dtype mismatch are unrelated issues." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Qwen2 tensor-parallel OOM vs checkpoint resume key mismatch; different problems." + "reason": "Recurrent state reset in Qwen3.5 modular code and Whisper skip_special_tokens behavior are different problems." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window/all-padding behavior." + "reason": "Tensor-parallel OOM and checkpoint resume key mismatch are unrelated." } ] }, @@ -8026,9 +8075,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ + "issue:28218", "issue:29127", + "issue:32090", "issue:33290", "issue:33357", "issue:34567", @@ -8040,7 +8091,6 @@ "issue:43295", "issue:43316", "issue:43381", - "issue:43441", "issue:43493", "issue:43525", "issue:43550", @@ -8058,8 +8108,8 @@ "issue:44206", "issue:44387", "issue:44442", + "issue:44464", "issue:44479", - "issue:44568", "issue:44743", "issue:44898", "issue:44964", @@ -8069,16 +8119,16 @@ "issue:45229", "issue:45290", "issue:45440", - "issue:45479", "issue:45491", "issue:45584", "issue:45588", "issue:45600", "issue:45698", - "issue:45759" + "issue:45803" ], "soft_pairs": [ - "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:44442|issue:45803", "issue:29127|issue:35141", "issue:43646|issue:44077", "issue:43575|issue:44387", @@ -8087,208 +8137,190 @@ "issue:33357|issue:38175", "issue:45588|issue:45600", "issue:44479|issue:45290", - "issue:43761|issue:44079", "issue:44964|issue:45440", + "issue:43761|issue:44079", "issue:43316|issue:43525", + "issue:28218|issue:29127", "issue:43931|issue:45216", - "issue:33290|issue:34567", "issue:42907|issue:45698", + "issue:28218|issue:32090", + "issue:33290|issue:34567", "issue:34689|issue:43611", - "issue:44442|issue:44898", "issue:43761|issue:44188", + "issue:44442|issue:44898", "issue:39692|issue:45491", "issue:43381|issue:43873", "issue:43493|issue:43827", "issue:43550|issue:44743", - "issue:43295|issue:45584", "issue:43994|issue:44206", - "issue:44568|issue:45479", - "issue:43316|issue:45759" + "issue:43295|issue:45584" ], - "prepared_review_unit_hash": "7cd5289733dfe4a5679224f87d2069fdd78ac97bf6ef64b2e098b69806c20de5", + "prepared_review_unit_hash": "6e4375c362c714d1eacc015622fe8d19b3868b46e75c7e6035b9801b4d25adf7", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35673, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "soft_pair_count": 27, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad themes like v5 regressions, OOMs, or model-loading failures, but they do not appear to be the same underlying bug/change. I found no safe duplicate merges among the soft edges.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report in the set ('Transformers 5.0.0 breaks custom model initialization'), so it best serves as a cluster anchor despite the overall heterogeneity.", + "summary": "This cluster is highly heterogeneous: most pairs share only a broad theme (loading, OOM, regressions, serialization) but not the same concrete bug or change, so no soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45491 is the clearest standalone bug report here: a specific, reproducible GPU NaN regression tied to sliding-window attention and mixed-length batching.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is a generic v5 regression report and not tied to one narrow model or subsystem.", + "best_issue_reason": "issue:45491 is the best representative issue because it has a focused failure mode, clear environment constraints, and a plausible code-path root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different failures: compiled-forward inconsistency vs. NaNs from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both involve FlashAttention, but one is a Ministral v5 RC generation failure and the other is an AttributeError in flash_attention.py for sink-less models; different root causes." + "reason": "Tokenizer loading failure and bare-except error swallowing are unrelated bugs in different code paths." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity and token-embedding reinitialization on resize are unrelated bugs." + "reason": "Clarity of an error message in LayoutLMv3 is unrelated to embedding reinitialization after resizing tokens." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "One is a broad custom model initialization regression; the other is a PatchTSTMixer-specific post_init policy issue." + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same concrete bug." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading of Qwen2-57B and the other is increased reserved memory under int4 quantization; different failure modes." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "dtype mismatch CI failures and Gemma4 multi-GPU CUDA OOM are not the same bug." + "reason": "Bfloat16 dtype mismatch in inference and multi-GPU CUDA OOM are different failure modes." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "Flash-attention generation trouble and empty-transcription handling after align_special_tokens are separate code paths." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "A MacOS bus error on CLIP and zero probabilities on SigLIP2 are distinct model/runtime problems." + "reason": "MacOS bus error on CLIP and zero probabilities on SigLIP2 are different model/runtime bugs." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "FlashAttention crash on s_aux=None and auto_mappings references to removed configs affect different code paths." + "reason": "Crash on s_aux=None in flash_attention is unrelated to stale auto_mappings references in CI." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen multimodal models and chat-template crashes on tool-call messages are separate regressions." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Missing hidden_states in CLIPVisionModel.forward and ModelOutput key assignment when previous value is None are different defects." + "reason": "Video-input regression for Qwen VL models and chat-template tool-call crashes are distinct issues." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence from remote implementation are unrelated." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE implementation divergence do not share the same root cause." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "A config API discrepancy and a missing pad_token_id attribute are not the same underlying issue." + "reason": "Missing hidden_states in CLIPVisionModel and attention-kernel divergence under torch.compile are different bugs." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint output are different lifecycle stages and bugs." + "reason": "AutoTokenizer loading failure and Perceiver image-classification resolution handling are unrelated." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Adafactor OOM in DeepSpeed and TrainerState token-count tracking are unrelated." + "reason": "Documentation example/model mismatch and GPU NaNs in mixed-length batching are not the same underlying problem." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained concern different serialization paths." - }, - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Llama 3.2 Vision loading breakage and base_model_prefix loading regression are separate model-loading failures." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "A forward-output bug in CLIPVisionModel and attention-kernel divergence under torch.compile are different problems." - }, - { - "left": "issue:39692", - "right": "issue:45491", - "accept": false, - "reason": "SigLIP2 docs/example issues and Gemma3 mixed-length NaN embeddings are not the same bug." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are unrelated." + "reason": "Eval-mode gradient checkpointing and quantized offloading behavior are separate concerns." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline APIs are distinct." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and recurrent-state reset in Qwen3.5 are different code-path bugs." + "reason": "SDPA + torch.compile failure in Bamba and recurrent-state reset in Qwen3.5 are different code-path bugs." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output corruption and LASR feature extractor center-arg crash are unrelated." }, { "left": "issue:43295", "right": "issue:45584", "accept": false, - "reason": "Processor/tokenizer access regression and Whisper empty-transcription failure are unrelated." + "reason": "Processor/tokenizer regression and Whisper empty-transcription handling are different APIs and symptoms." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Bad outputs from SigLIP2 AutoModel/pipeline and a LaserFeatureExtractor argument crash are different issues." + "reason": "Added-token spacing bug and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer special-token addition regression and degenerate zero-loss classification behavior do not share the same root cause." + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating do not share a concrete root cause." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both loading regressions, but they involve different versions and mechanisms (Llama vision model load vs base_model_prefix handling)." + }, + { + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Qwen multimodal from_config text_config unwrapping are separate config-handling bugs." + "reason": "Both touch save/load flows, but one is dequantized-model saving and the other is loading the wrong custom module after save_pretrained." } ] }, @@ -8310,7 +8342,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:25251", "issue:28282", @@ -8319,7 +8351,6 @@ "issue:33290", "issue:33357", "issue:34689", - "issue:35141", "issue:36010", "issue:41628", "issue:41950", @@ -8349,29 +8380,32 @@ "issue:44479", "issue:44496", "issue:44514", + "issue:44568", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", "issue:45372", + "issue:45479", "issue:45584", - "issue:45656" + "issue:45656", + "issue:45759" ], "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44568|issue:45479", "issue:32090|issue:33290", - "issue:43720|issue:44442", - "issue:43643|issue:44913", "issue:41628|issue:45372", - "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:43720|issue:44442", "issue:44190|issue:44496", + "issue:43873|issue:44871", "issue:34689|issue:36010", "issue:43381|issue:43856", - "issue:44855|issue:45137", "issue:44077|issue:44479", + "issue:44855|issue:45137", "issue:33290|issue:45656", "issue:29127|issue:33357", "issue:43540|issue:44514", @@ -8380,220 +8414,211 @@ "issue:33290|issue:34689", "issue:42175|issue:43316", "issue:25251|issue:28282", - "issue:43404|issue:43441", "issue:44162|issue:44792", + "issue:43404|issue:43441", "issue:43232|issue:43388", "issue:43295|issue:43825", "issue:41950|issue:43475", "issue:44871|issue:45584", "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:45127|issue:45200", - "issue:43295|issue:44871", - "issue:33290|issue:35141" + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "b730d94e30325e4ed69e90dd8ed9b27c75c735c90bcb3b06ad8eedcb82dd9de4", + "prepared_review_unit_hash": "87eb556f1627daebf5afebd07dbd9c3e9e9d827d48b543adecbc7f05373a9217", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36563, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "soft_pair_count": 28, + "serialized_chars": 36309, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the paired issues only overlap at a broad subsystem level (pipelines, model loading, deepspeed, multimodal/video), but each describes a different concrete bug or regression. No soft edge should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate stands out; these issues span unrelated code paths in loading, config, generation, training, and pipeline behavior.", + "summary": "This cluster is not a true duplicate set: the soft links mostly reflect broad topical similarity (config loading, multimodal processors, deepspeed, tokenizers) rather than the same underlying bug. I would not merge any of the proposed soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "No strong canonical issue: the items span many unrelated regressions, and the soft links are mostly superficial thematic matches rather than one shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41950 is the most central/open pipeline-related report and is the closest thing to an anchor, but it still does not duplicate the others.", + "best_issue_reason": "No global best issue for deduplication; issue 43316 is the closest thematic anchor for the config/API subset, but it does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Different failures: Trainer NoneType broadcast vs deepspeed/adafactor OOM." + "reason": "Both are config-related, but they hit different model families and different code paths; not the same bug." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Unrelated loading problems: BitNet packed-weight loading vs tokenizer class import/load failure." + "reason": "Tokenizer special-token handling and zero-loss classification are unrelated failures." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both are config-related, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." + "reason": "Both involve trainer/deepspeed, but one is a NoneType broadcast error and the other is an Adafactor OOM." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Different import errors for different symbols and different model families." + "reason": "Both are import/loading errors, but for different symbols and different processor stacks." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other resets a hyperparameter on reload." + }, + { + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id mismatch are distinct bugs." + "reason": "Packed-weight loading and tokenizer loading are different failures with no shared concrete code path." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in a training script is unrelated to model config recognition in AutoModel." + "reason": "Example-script dataset loading and unrecognized model config errors are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and eos_token_id inconsistency are distinct issues." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "One is a model-loading regression; the other is a missing GenerationMixin import." + "reason": "Model-loading regression and GenerationMixin import failure are not the same bug." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and MoE memory usage are different issues." + "reason": "Gradient checkpointing in eval mode and MoE memory usage are different problems." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Python 3.13 IndentationError in torch.jit parsing is unrelated to DeepSpeed ZeRO3 deque failure." + "reason": "A post_init policy change and a video input regression do not share the same underlying defect." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Post-init handling for patchtsmixer is unrelated to the Qwen video-input regression." + "reason": "Python 3.13 import parsing and DeepSpeed deque underflow are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but OOM from adafactor is not the same as double optimizer step calls." + "reason": "Both mention deepspeed/optimizer, but OOM from Adafactor and double optimizer-step calls are different bugs." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 box validation and a CLIP bus error on macOS are not the same issue." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal/video processor issues, but they fail in different APIs and code paths." + "reason": "Both are multimodal/video-related, but the failures occur in different processor APIs and different inputs." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to MobileLLM loading key errors." + "reason": "Gradient checkpointing eval behavior and MobileLLM key-loading are unrelated." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and granite_speech strict config loading are different config-schema problems." + "reason": "Config API discrepancy and strict granite_speech config loading are different model-config problems." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed OOM and Llama 3.2 vision model loading are not the same bug." + "reason": "Deepspeed OOM and Llama 3.2 model-loading breakage do not share a code path." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow backend packaging and Gemma3TextConfig API mismatch are unrelated." + "reason": "Package/backend installation and model config API mismatch are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior has nothing to do with PyTorch import availability." + "reason": "Pipeline output shape regression and missing PyTorch import are unrelated." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Mistral3 weight tying and Ministral flash-attention failure are separate model-specific regressions." + "reason": "ESM2 breakage and janus test failure are distinct model-specific issues." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are different model/test problems." + "reason": "A tied-weight bug and a FlashAttention failure are different model/runtime problems." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/eval bugs." + "reason": "Generation kwargs handling and gather_for_metrics label dropping are unrelated trainer issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor.tokenizer regression is unrelated to the pipeline translation-task error message." + "reason": "Processor.tokenizer/image regression and pipeline error-message wording are not the same underlying bug." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline choosing image processors is not the same as Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Pipeline image-processor lookup and a missing SAM3 video output attribute are different failures." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different issues." + "reason": "EOS-token config mismatch and Whisper empty transcription after alignment are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch are not the same bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU-offload device mismatch and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and mm_token_type_ids defaulting are different model-behavior bugs." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer API regression and Gemma eos_token_id mismatch are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Deepspeed/adafactor OOM is not the same as embedding reinitialization after resize." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." } ] }, @@ -8615,23 +8640,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:33290", + "issue:35141", "issue:36331", "issue:41720", "issue:42617", "issue:43065", - "issue:43335", + "issue:43295", "issue:43452", "issue:43575", - "issue:43644", "issue:43646", "issue:43673", "issue:43742", "issue:43761", "issue:43827", - "issue:43873", "issue:43906", "issue:43931", "issue:43994", @@ -8647,265 +8671,266 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44737", "issue:44743", "issue:44792", "issue:44855", "issue:44871", - "issue:44877", "issue:44913", "issue:44936", "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", "issue:45290", - "issue:45357", "issue:45381", "issue:45584", "issue:45588", "issue:45600", - "issue:45698" + "issue:45698", + "issue:45803" ], "soft_pairs": [ + "issue:45127|issue:45200", + "issue:43295|issue:44871", "issue:43761|issue:44479", + "issue:33290|issue:35141", "issue:33290|issue:36331", - "issue:43575|issue:43742", "issue:43065|issue:44617", + "issue:43575|issue:43742", "issue:43452|issue:44496", "issue:42617|issue:43575", "issue:43646|issue:44913", "issue:43673|issue:44743", "issue:44936|issue:45698", "issue:43761|issue:44242", - "issue:43575|issue:43873", + "issue:41720|issue:43575", "issue:44077|issue:44534", "issue:44479|issue:44734", + "issue:43931|issue:44060", "issue:44464|issue:44871", "issue:44617|issue:45584", - "issue:43931|issue:44060", - "issue:43065|issue:44610", "issue:43906|issue:45290", + "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44792|issue:44977", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44190|issue:44964", + "issue:44737|issue:45803", "issue:44792|issue:45600", "issue:44855|issue:45588", - "issue:44521|issue:45381", - "issue:43335|issue:44855", - "issue:45127|issue:45357", - "issue:44077|issue:44877", - "issue:43644|issue:44913" + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "b6bceb6b257993b2adcf6bc2f3710f4c9dda6e4740b429e1cba036ff94ec0d28", + "prepared_review_unit_hash": "c232b5dad56d77fe7deea3f9702d1619dfbe9ddeeaeada2f2aaa8ffe4b7bca1b", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36638, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated bugs across training, loading, generation, multimodal inputs, configs, and docs. I do not see any true duplicate pairs among the soft-edge candidates, so all soft edges are rejected. No PRs are present in the cluster.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are not one underlying bug. If forced to pick the broadest/most central metadata-wise, issue 43873 has the most discussion and inbound references, but it still does not match the rest of the items.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas such as multimodal regressions, model loading, trainer API changes, OOMs, cache behavior, docs, and CI/test breakages. I do not see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44521 is the most active and externally referenced item here, so it is the best representative if one issue must be chosen, but the cluster does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most central by activity and inbound links, so it is the best available anchor only from a triage/metadata standpoint. It is not a good semantic canonical for the cluster because the surrounding issues are unrelated.", + "best_issue_reason": "Issue 44521 has the strongest signal for prominence (open, more inbound references, and higher discussion) compared with the rest of this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab collapse on tied embeddings vs Gemma 4 multimodal token-type IDs defaulting behavior." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression classes: custom model code accessing processor.tokenizer/images vs eos_token_id config inconsistency." + }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Both are model-generation regressions in broad terms, but they target different model families and different failure modes." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input vision_position_ids bug are unrelated." }, { "left": "issue:33290", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "OOM in DeepSpeed/Adafactor is unrelated to the custom compute_loss signature TypeError." + "reason": "OOM with Adafactor+Deepspeed is unrelated to embedding reinitialization during post_init." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "One is tensor-parallel OOM on a large Qwen model; the other is a config/key error when loading MobileLLM." + "reason": "Optimizer memory blowup and Trainer compute_loss signature mismatch are separate problems." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same Sam3 family, but one is a dummy Conv2d concern and the other is a CUDA OOM in Sam3Video." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation issue and the other is a video-model OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM vs MobileLLM loading KeyError are not the same failure." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading failures, but one is about gguf_file handling and the other is about an unrecognized model/config mismatch." + "reason": "GGUF loading breakage and missing model_type config are distinct model-loading paths." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "These are different runtime failures with different entrypoints and symptoms; not the same bug." + "reason": "3d_parallel.py failure is unrelated to Qwen2 TP loading OOM." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Buffer initialization junk and GPTNeoX rotary_pct reload behavior are distinct config/runtime issues." + "reason": "Custom model initialization breakage differs from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache behavior, but they affect different code paths and model implementations." + "reason": "General cache missing in v5.0.0 during chunked prefill is not the same as Qwen3.5 recurrent-state reset in modular code." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "Trainer lifecycle failure is unrelated to loading the wrong custom module after save_pretrained." + "reason": "trainer.evaluate() after train and wrong custom module loading after save_pretrained are different lifecycle bugs." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "A CLIPVision hidden-states regression is not the same as missing load-balancing loss in MoE routing." + "reason": "Hidden_states being None and load-balancing loss omission are unrelated model behaviors." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:43575", "accept": false, - "reason": "OOM on a specific model load is not the same as quantization/offloading not working as expected." + "reason": "cudaErrorAssert on auto device mapping is a different failure mode from tensor-parallel OOM." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "A patchtsmixer post_init constraint issue is unrelated to the non-persistent buffer junk regression." + "reason": "Optional post_init policy and junk-filled non-persistent buffers are separate v5 issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation-related regressions, but they involve different subsystems and different concrete bugs." + "reason": "Qwen video-input regression and serve KV-cache indexing crash affect different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on model load is not the same as an incorrect tied-weights warning." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency and eos_token_id config mismatch are unrelated problems." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are unrelated." + "reason": "SAM3Video OOM and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Shape mismatch on loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "An isolated reproduction of another issue is too vague to match the specific chat-template tool-call crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both touch vision/model components, but one concerns a dummy Conv2d and the other an input-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:43906", - "right": "issue:45290", - "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as a chat template crash on tool-call assistant messages." + "reason": "Both touch vision models, but dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same bug as SigLIP2 producing nonsensical outputs with pipeline." + "reason": "Docs still referencing pipeline() is unrelated to a broken Siglip2 pipeline/AutoModel result." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failing Janus image-generation test and a Qwen3.5 flash-attention generation bug are different issues." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are distinct." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "The non-persistent buffer regression and GPTNeoXConfig reload behavior do not share the same root cause." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 with auto device mapping is unrelated to the category-count runtime limit." + "reason": "Auto device mapping cuda assert and category-count limit runtime error have no substantive overlap." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading a multimodal Phi-4 model." + "reason": "Local dataset loading in an example script is unrelated to loading Phi-4 multimodal-instruct." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation and a bare-except swallowing interrupts in FuyuBatchFeature are different defects." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus model test failure is unrelated to stale auto_mappings references to removed configs." + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated CI issues." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 TorchScript parsing failure is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/template issues, but one is assistant-mask generation and the other is video vision_position_ids." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "A SwitchTransformers sparse-layer bug is unrelated to the DebertaV2 import/parsing failure." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is unrelated to incorrect visual encoder keys saved by Qwen3.5." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "PatchTSMixer post_init policy and strict config loading for granite_speech are different problems." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reverting on reload are different regressions with different scopes." + "reason": "All-zero assistant masks in apply_chat_template and wrong video vision_position_ids are both multimodal, but they are different bugs in different stages." } ] }, @@ -8927,13 +8952,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36246", "issue:38175", - "issue:38617", "issue:41628", - "issue:41950", "issue:43065", "issue:43116", "issue:43295", @@ -8942,11 +8965,11 @@ "issue:43479", "issue:43540", "issue:43550", - "issue:43643", + "issue:43644", "issue:43650", "issue:43761", "issue:43976", - "issue:44016", + "issue:44077", "issue:44112", "issue:44186", "issue:44190", @@ -8960,36 +8983,43 @@ "issue:44734", "issue:44743", "issue:44855", + "issue:44877", "issue:44913", "issue:44933", "issue:44938", - "issue:44964", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", "issue:45362", "issue:45375", - "issue:45406", "issue:45446", "issue:45542", "issue:45563", "issue:45584", "issue:45600", - "issue:45632" + "issue:45632", + "issue:45803" ], "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:43644|issue:44913", "issue:44938|issue:45542", "issue:43976|issue:44855", "issue:43550|issue:44190", - "issue:43761|issue:44743", "issue:43540|issue:44734", + "issue:43761|issue:44743", + "issue:44496|issue:45803", "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:43650|issue:44220", - "issue:43295|issue:45276", - "issue:43335|issue:44190", "issue:43116|issue:44190", + "issue:43335|issue:44190", + "issue:43295|issue:45276", "issue:45245|issue:45584", "issue:43404|issue:45216", "issue:43479|issue:45375", @@ -8998,226 +9028,214 @@ "issue:44933|issue:45362", "issue:44464|issue:45563", "issue:38175|issue:43065", + "issue:44683|issue:45446", "issue:44466|issue:44913", "issue:44561|issue:45632", - "issue:44683|issue:45446", "issue:44734|issue:45632", - "issue:44246|issue:45003", - "issue:43643|issue:44496", - "issue:36246|issue:38617", - "issue:45406|issue:45632", - "issue:45563|issue:45584", - "issue:44964|issue:45600", - "issue:41950|issue:44016" + "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "a27762a12c0f13f2ea06dc6fe543b38379a92261f006f7156e94a55556253557", + "prepared_review_unit_hash": "06d41d23e579231d0f319c72e2677a15550333abdda0a6c9d188cdaa99ee5109", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36803, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 29, + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers issues (imports, config loading, generation, CI, and model-specific bugs). I don\u2019t see any soft edge pair that is the same underlying bug/change, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue really fits: the cluster is heterogeneous and the soft pairs span different models, code paths, and failure modes. If forced to pick one representative issue, 44561 is the broadest regression-style report, but it does not subsume the rest.", + "summary": "Loose collection of mostly unrelated Transformers bug reports; no pull requests. The soft pairs mostly share superficial subsystem words but not the same concrete bug, so I reject all of them and use the broad v5 compatibility regression as the best representative issue.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44561 is the clearest broad regression in the set: a specific API removal in v5 breaking multiple trust_remote_code models, with explicit failure mode and broader impact than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the most broadly scoped, systemic regression report in the set (trust_remote_code models breaking due to a removed helper) and is the closest thing to a cluster anchor, though the cluster is not actually cohesive.", + "best_issue_reason": "issue:44561 is the strongest standalone anchor because it has a concrete root cause, cross-cutting impact, and looks more representative of the cluster\u2019s regression/compatibility theme than the one-off model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Different failures: Python import/load problem vs tensorboard-without-TensorFlow backend error." + "reason": "Both involve Qwen3.5 tied-weight/serialization problems, but one is LoRA merge collapse and the other is incorrect visual encoder keys; different codepaths and failures." }, { - "left": "issue:43976", + "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Both involve Python versions, but one is a package compatibility/load issue and the other is a Python 3.13 parsing/IndentationError in a model import path." + "reason": "Config construction bug vs Python 3.13 JIT parsing/IndentationError; unrelated issues." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Unrelated subsystems: torch.compile/SDPA on Bamba vs local dataset loading in an image classification example." + "reason": "Both touch config strictness, but they concern different models and different fields (`post_init` vs granite_speech loading)." }, { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on v5 vs GPTNeoX rotary_pct not preserved on reload; distinct state/serialization bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs tensorboard-without-TensorFlow backend error; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support issue vs decorator/comment parsing error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both are state-related regressions, but they affect different models and different mechanisms (hidden states vs recurrent cache state)." + "reason": "torch.compile + SDPA failure in Bamba vs local dataset loading in an example script; unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is unrelated to KV-cache tensor indexing in transformers serve." + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache indexing bug; different codepaths." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVision hidden_states regression vs recurrent state reset in modular_qwen3_5; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model/config loading failure vs bare except swallowing errors; no shared underlying bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are distinct code paths." + "reason": "Embedding resize/tied-weights issue vs Whisper empty transcription after token alignment; different behavior and model path." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference to removed configs." + "reason": "CI stale device override test vs removed Sam3LiteText auto-mapping references; unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No overlap beyond being issue reports; one is placeholder text, the other is an audio feature extraction bug." + "reason": "Placeholder/add-data issue vs fbank feature extraction bug; not duplicates." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to Gemma4 token embedding resize behavior." + "reason": "Multi-label classification empty results vs local dataset loading; separate example-script issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and image-classification dataset loading are different bugs." + "reason": "SwitchTransformers config bug vs example dataset loading failure; unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Example script multi-label output issue is not the same as local dataset loading in a separate training script." + "reason": "Both are regression-style issues, but one is processor/tokenizer API breakage and the other is tied-embedding resize behavior; not the same bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different failures: category-count runtime limit vs Whisper empty-transcription handling." + "reason": "Category-count limit error vs Whisper empty transcription; unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both mention tied weights/serialization, but they involve different models and different failure modes." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained checkpoint regression; different models and symptoms." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default init when None vs a missing deepstack_visual_indexes field being dropped." + "reason": "Both are Qwen3.5 multimodal config issues, but one is default initialization from None and the other is a missing strict field; distinct bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different import surfaces." + "reason": "Both are import/export failures, but they involve different symbols (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`) and likely different fixes." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenization crash vs serve KV-cache continuation bug; unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; not the same underlying issue." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compilation and a stale warning about num_return_sequences are not the same bug." + "reason": "Compiled-forward chunked generation inconsistency vs stale warning for num_return_sequences; different generation bugs." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unexpected zero probabilities in a SigLIP model has nothing to do with Sam3PixelDecoder's dummy Conv2d." + "reason": "Zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder; unrelated model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/version gating, but one is a torch>=2.9 compile failure and the other is an incorrect import version check; not the same concrete bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "One is inconsistent lm_head.weight serialization by device; the other is rotary_pct silently reverting on reload." + "reason": "Serialization of lm_head.weight vs GPTNeoX rotary_pct reload; distinct issues." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code, but one is a removed helper breaking remote models and the other is a cache-path collision for local models." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-fail issue and the other is an incorrect version check for AuxRequest import." + "reason": "API removal breaking trust_remote_code models vs local cache-path collision; unrelated." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are unrelated problems." + "reason": "KV-cache indexing crash vs trust_remote_code cache path collision; different subsystems and failures." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access may be adjacent, but they are not the same concrete bug." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Missing fields from trust_remote_code configs and unrecognized model_type in config.json are different config-loading failures." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are missing-import reports, but they refer to different symbols and different fixes." - }, - { - "left": "issue:45406", - "right": "issue:45632", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to trust_remote_code cache-path collisions." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning and a generation failure after align_special_tokens are different issues." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal model loading failure and stale auto_mappings references to removed configs do not look like the same root cause." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Pipeline misrouting to image processors is unrelated to a notebook syntax error." + "reason": "Import taking long sometimes vs unsafe sys.modules access; not duplicates." } ] }, @@ -9239,8 +9257,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ + "issue:36246", + "issue:38617", "issue:41950", "issue:42175", "issue:42907", @@ -9249,14 +9269,12 @@ "issue:43381", "issue:43388", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", "issue:43577", + "issue:43643", "issue:43673", "issue:43688", - "issue:43824", "issue:43827", "issue:43854", "issue:43901", @@ -9271,257 +9289,281 @@ "issue:44336", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", - "issue:44933", "issue:44964", "issue:45020", "issue:45042", - "issue:45081", "issue:45200", "issue:45216", "issue:45278", "issue:45335", "issue:45357", "issue:45405", + "issue:45406", + "issue:45563", "issue:45584", "issue:45593", "issue:45600", + "issue:45632", "issue:45759" ], "soft_pairs": [ - "issue:43388|issue:43688", - "issue:43295|issue:45335", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:44964|issue:45600", + "issue:41950|issue:44016", "issue:44112|issue:44964", + "issue:43388|issue:43688", "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:43673|issue:44336", "issue:43854|issue:44964", "issue:44496|issue:45042", - "issue:43673|issue:44336", - "issue:43531|issue:45600", - "issue:43299|issue:45216", "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43531|issue:45600", "issue:43526|issue:43901", "issue:42175|issue:44279", "issue:45335|issue:45584", - "issue:43381|issue:45593", "issue:44075|issue:44368", + "issue:43381|issue:45593", "issue:43299|issue:45357", "issue:44496|issue:45759", - "issue:43901|issue:44496", "issue:44242|issue:45200", + "issue:43901|issue:44496", "issue:43577|issue:45216", "issue:41950|issue:45020", "issue:44016|issue:44062", "issue:43976|issue:45405", - "issue:43388|issue:43827", "issue:44351|issue:45278", - "issue:43479|issue:43525", - "issue:44462|issue:45081", - "issue:43824|issue:44933" + "issue:43388|issue:43827" ], - "prepared_review_unit_hash": "484124b200f6079599e090c5de4e43f90388f07c04c6e06e4b84e2d92710ce74", + "prepared_review_unit_hash": "794dcb2847e00911526ddaa418dc79c0eb266be5fcd6679cb6125af3e54595eb", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35575, - "estimated_input_tokens": 8894, - "estimated_eval_tokens": 18044 + "soft_pair_count": 31, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate regressions across different models, loaders, and utilities; they share a broad Transformers-v5 regression theme but not the same underlying bug. I would not merge any of the suggested soft pairs.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella for recent-version regressions breaking remote_code model loading, so it is the best representative issue for this mixed cluster.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, regressions, and docs/CI issues rather than one tight duplicate set. The only plausible duplicate edge is the generic import-regression report and the specific HybridCache import error.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes the broader post-upgrade import-regression pattern, which can naturally subsume the specific HybridCache import failure. Most other items are narrower and unrelated to this class of failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best captures the cluster\u2019s common theme without being overly narrow to one model family or code path.", + "best_issue_reason": "issue:45278 is the most representative and actionable issue for the cluster because it captures the shared import-breakage regression at a higher level, while the other reports are largely unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Different bugs: one drops label elements in distributed metric gathering; the other normalizes auxiliary loss for MoE models." + "reason": "Both are import errors, but they involve different missing symbols and different modules; no clear shared root cause." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both relate to model/config loading, but one is a trust_remote_code config-fields issue and the other is a model_type recognition failure; too different." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "One is a Gemma4Processor serve-time tokenizer attribute error; the other is a trust_remote_code cache-path collision. Different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation behaviors and different failure modes; only loosely related by generation code." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are separate problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both involve regressions, but one is a processor/tokenizer API break and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "A pipeline-image-processor bug and a notebook syntax error are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale test failure is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are different code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both concern training/eval utilities, but one is metric gathering and the other is auxiliary-loss normalization; not the same bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different model families and failures: saving dequantized Ministral/Devstral vs FlashAttention load failure for Ministral-3." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention loading issues are distinct model/runtime failures." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI escape output in loading reports have no shared underlying change." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Same general family only; one is a unit-test loading issue for GLM-4.7-Flash, the other is a Phi-4 multimodal load regression." + "reason": "Different model families and different load failures; not the same underlying issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different problems: unrecognized config/model type vs PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to ANSI codes emitted by loading_report." + "reason": "Model config recognition and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references breaking CI." + "reason": "Notebook syntax error and feature-extraction bug are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related regressions, but one is loading MoE models while the other is incorrect save_pretrained output for Qwen3.5." + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint regression are different concrete bugs." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() are unrelated bugs." + "reason": "Sliding-window behavior for Qwen3-MoE and stale auto_mappings references are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." + "reason": "BeitImageProcessorFast label reduction and text-classification docs wording differ completely." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/backend dependency issue for pip install '.[torch]' is not the same as a generic dependency issue with transformers." + "reason": "A missing TensorFlow backend in an extra install and a generic dependency issue are too vague and not clearly the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings affecting decoder.embed_tokens is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are different training/evaluation bugs." + "reason": "SGD optimizer args not used and a tie_word_embeddings warning are different issues." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Optimizer SGD args ignored is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one concerns model loading and the other incorrect visual encoder keys in save_pretrained." + "reason": "Both involve Qwen3.5/Qwen3VL save/load regressions, but they affect different artifacts and serialization paths; not clearly one bug." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct config-resolution bugs." + "reason": "Generic unrecognized-model loading and composite Qwen config unwrapping are related only broadly, not the same concrete failure." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to AutoModel config recognition failure." + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are separate modeling issues." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Load-balancing loss omission and Gemma 4 mm_token_type_ids defaulting are different model-training issues." + "reason": "Documentation mismatch for return_all_scores and a model config loading error are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype handling and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are different bugs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification image-processor lookup is a specific pipeline bug, not the broader remote_code breakage." + "reason": "Video-classification pipeline image-processor lookup and broad remote_code breakage are not the same underlying problem." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error and AddedToken keyword-argument error are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased MIN_PEFT_VERSION bump are different release issues." - }, - { - "left": "issue:43388", - "right": "issue:43827", - "accept": false, - "reason": "gather_for_metrics label handling is unrelated to docs still referencing removed pipeline() APIs." + "reason": "Python version support breakage and PEFT version pinning are different dependency issues." }, { "left": "issue:44351", "right": "issue:45278", - "accept": false, - "reason": "HybridCache import failure is not the same as broad import errors after upgrading to 5.5.0." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4MultimodalConfig default init bug and Llama4Config missing pad_token_id are different config-class issues." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to _patch_mistral_regex crashing on a Tokenizer object." + "accept": true, + "reason": "Both describe import failures after a Transformers upgrade; 45278 is the umbrella regression and 44351 is a concrete instance of the same import-breakage class." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43388", + "right": "issue:43827", "accept": false, - "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are separate import/export problems." + "reason": "Metric-gathering tuple handling and outdated docs referencing pipeline() are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is a reasonable umbrella for the specific HybridCache import failure in issue:44351, and the other soft-edge rejections are conservative given only the titles/body summaries available. No clear overstatement or non-mergeable PR-pair problem appears." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9536,7 +9578,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:32090", "issue:35141", @@ -9545,26 +9587,25 @@ "issue:41950", "issue:42994", "issue:43065", - "issue:43122", "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", "issue:43650", "issue:43653", "issue:43723", - "issue:43784", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44162", "issue:44261", "issue:44263", "issue:44279", "issue:44297", - "issue:44361", "issue:44462", "issue:44466", "issue:44521", @@ -9575,7 +9616,9 @@ "issue:44749", "issue:44779", "issue:44898", + "issue:44933", "issue:44987", + "issue:45081", "issue:45276", "issue:45290", "issue:45325", @@ -9587,14 +9630,17 @@ "issue:45712" ], "soft_pairs": [ - "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44462|issue:45081", "issue:44683|issue:45542", + "issue:32090|issue:35141", "issue:44279|issue:45405", + "issue:43299|issue:43854", "issue:39692|issue:43901", + "issue:38175|issue:44617", "issue:43295|issue:44779", - "issue:43299|issue:43854", "issue:44297|issue:44462", - "issue:38175|issue:44617", "issue:41950|issue:43650", "issue:44462|issue:44779", "issue:44521|issue:45325", @@ -9602,237 +9648,220 @@ "issue:43976|issue:44987", "issue:45600|issue:45712", "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:42994|issue:43317", "issue:44466|issue:45276", "issue:43065|issue:44898", - "issue:42994|issue:43317", - "issue:44261|issue:44263", "issue:43650|issue:45290", "issue:43441|issue:44683", "issue:44623|issue:45397", "issue:43723|issue:44162", "issue:44623|issue:44749", "issue:44671|issue:44779", - "issue:43653|issue:45593", - "issue:43784|issue:45542", - "issue:44361|issue:45593", - "issue:43901|issue:43994", - "issue:43122|issue:43650", - "issue:44987|issue:45542" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "ce2b37c2a696b79aaedbcd899788eb4a669d830b771034c2cccc8cfbfb0ec4ae", + "prepared_review_unit_hash": "6efb4abbc3a2632959b0a9fffa926e2ff470b205eeffa306bd6d463616d2466b", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose grab-bag of unrelated issues across tokenization, processor/model loading, quantization, attention kernels, docs, and CI. None of the suggested soft pairs look like the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical duplicate stands out; the issues are heterogeneous. If one must be chosen as the representative report, issue 44521 is the clearest high-signal regression with an explicit multimodal API failure and active discussion.", + "summary": "This cluster is mostly a false-positive mix of unrelated Transformers issues. The pairwise titles only show loose thematic overlap (tokenizers, multimodal models, quantization, pipeline docs), but not the same underlying bug or mergeable change, so no soft-edge duplicates are accepted.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical issue emerges because the cluster is heterogeneous; if a representative is needed, issue 44462 is the broadest tokenizer-loading regression and closest to the cluster\u2019s center of gravity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest representative issue in the set because it has a concrete repro, clear impact, and ongoing discussion; however, it is not a duplicate hub for the other items.", + "best_issue_reason": "Issue 44462 is the best representative because it is a concrete, user-facing regression in core loading behavior and overlaps superficially with several other tokenizer-related reports, while still being specific enough to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Trainer broadcast TypeError and token-embedding reinitialization are different bugs in different code paths." + "reason": "Different bugs: one is multimodal config defaults for missing vision/audio configs; the other is Llama4Config missing pad_token_id. Both are initialization issues, but not the same code path." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "FlashAttention/torch compatibility and tensorboard-without-TF backend errors are unrelated." + "reason": "Both are import-related, but one is a missing Qwen2.5-VL export and the other is a nonexistent image_utils import. Different symbols, different failure modes." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both are dependency-related, but one is a vague dependency complaint while the other is a specific unreleased PEFT version bump." + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash. Separate defects in different code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example with model/processor issues and quantization failure; the other is a TextClassificationPipeline doc mismatch." + "reason": "Unrelated runtime issues: flex_attention/torch compatibility versus a tensorboard-without-TensorFlow backend error. No shared underlying fix." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different tokenizer regressions affecting different APIs/models and failure modes." + "reason": "The first is a Trainer GPU broadcast TypeError; the second is embedding reinitialization during post_init. Both mention model initialization, but they are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue versus an incorrect PEFT version bump. Not the same failure and not a single code-path fix." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures for different model families; not the same underlying bug." + "reason": "Both are model-loading regressions, but for different models and different root causes (Qwen3VL MoE loading vs GLM-4.7-Flash test loading)." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Tokenizer save metadata mismatch and AutoTokenizer ignoring repository tokenizer.json are distinct serialization/load problems." + "reason": "SigLIP2 docs/model mismatch and quantization failure is unrelated to TextClassificationPipeline docs mentioning return_all_scores. Different documentation problems." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected probabilities vs CUDA OOM are unrelated inference quality and memory issues." + "reason": "Both are performance/model-runtime issues around vision models, but one reports zero probabilities in SigLIP2 and the other CUDA OOM in Sam3Video. Not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions involving tokenizers, but one is processor.tokenizer / image passing behavior and the other is DeepSeek tokenizer output correctness. Different APIs and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer serialization/loading, but one is save_pretrained writing the wrong tokenizer_class and the other is AutoTokenizer ignoring tokenizer.json. Distinct issues." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification processor selection and an empty title issue have no substantive overlap." + "reason": "Video-classification pipeline processor lookup and a generic 'ADD THE DATA' issue are unrelated; no meaningful duplication." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs: repository tokenizer.json loading versus Deepseek tokenization changes in v5." + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json selection and the other is DeepSeek tokenization correctness. Too broad to merge." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/VL-related, but one is assistant mask generation and the other is temporal position-id scaling; different code paths." + "reason": "Both touch multimodal chat/template behavior, but one is all-zero assistant masks and the other is Qwen2.5-VL rope index temporal scaling. Different functions and outcomes." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version incompatibility and a generic dependency issue are not the same bug." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to a generic dependency issue." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Different failures: one is Python support, the other is loading a specific model on newer transformers." + "reason": "Both mention version breakage, but one is Python 3.9+/3.10+ support and the other is loading physical-intelligence/fast. No shared code-path bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene, but they involve different files and different failure mechanisms." + "reason": "Both are repo hygiene/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(transformers). Different cleanup targets." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch shape bug and a dependency issue are unrelated." + "reason": "Video processor batch-shape bug versus a vague dependency issue. No same underlying defect." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both touch tied/output embeddings, but one is device-dependent serialization and the other is Gemma4 resize_token_embeddings propagation." + "reason": "Both are ML/GLM-related precision or indexing concerns, but one is an MLA layernorm config epsilon issue and the other is torch.split return values. Not the same bug." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model bugs." + "reason": "Quantized model saving failure and device_map=auto dequantized offload failure are both around quantization, but they affect different stages and different code paths." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with offload are different code paths." + "reason": "Both concern embedding/weight resizing and serialization, but one is inconsistent lm_head.weight saving with tied weights and the other is Gemma4 resize_token_embeddings not updating per-layer/output embeddings. Related area, different bug." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Different GLM-related bugs: missing rms_norm_eps precision issue versus torch.split return handling." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default resolution classification failing despite interpolate_pos_encoding=True." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "An empty-title issue and a chat-template crash on tool-call assistant messages are unrelated." + "reason": "Generic issue title versus apply_chat_template crashing on assistant tool-call messages; no overlap in underlying functionality." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but they are different kernels, models, and failure modes." + "reason": "Ministral FlashAttention failure in v5 RC and compiled flex_attention failing on torch >= 2.9 are both attention-related, but one is model-specific and the other is a torch-version compatibility break." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are unrelated." + "reason": "Processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load problems with no shared bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different problems." + "reason": "AutoTokenizer.from_pretrained loading trouble and ESM2 broken workflows are too broad and refer to different subsystems/models." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save files and tokenizer/filtering slowdown are unrelated." + "reason": "Processor save/export file omissions versus a slowdown after upgrading Transformers. No common root cause." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenization regression are different bugs." + "reason": "CamemBERT masked LM prediction regression and DeepSeek tokenizer regression are both model correctness issues, but they concern different models and code paths." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Sentence-transformers import NameError and tensorboard/TensorFlow backend error are different dependency/import issues." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mention of return_all_scores versus actual SigLIP2 incorrect outputs are different issue types and code paths." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer behavior change across versions and an empty-title issue are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Model-loading regression and tensorboard/TensorFlow backend error are unrelated." + "reason": "BigBirdTokenizer mask token registration and D-FINE auxiliary loss behavior are unrelated; one is tokenizer special-token handling, the other is model loss computation." } ] }, @@ -9854,7 +9883,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:16998", "issue:22355", @@ -9863,20 +9892,22 @@ "issue:41950", "issue:42491", "issue:42757", + "issue:43122", "issue:43262", "issue:43299", "issue:43352", "issue:43450", "issue:43475", "issue:43525", + "issue:43650", "issue:43673", "issue:43761", - "issue:43824", + "issue:43784", "issue:43881", "issue:43901", "issue:43976", + "issue:43994", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", @@ -9886,29 +9917,32 @@ "issue:44297", "issue:44336", "issue:44351", + "issue:44361", "issue:44373", "issue:44462", "issue:44485", "issue:44496", "issue:44521", - "issue:44561", "issue:44589", "issue:44617", - "issue:44857", - "issue:44871", - "issue:44964", - "issue:45200", + "issue:44987", "issue:45250", "issue:45356", "issue:45362", "issue:45397", + "issue:45542", "issue:45593", "issue:45759" ], "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44361|issue:45593", + "issue:44987|issue:45542", "issue:44016|issue:44291", - "issue:44297|issue:45397", "issue:43262|issue:44521", + "issue:44297|issue:45397", "issue:44188|issue:44336", "issue:43673|issue:43761", "issue:43475|issue:44016", @@ -9916,8 +9950,8 @@ "issue:43525|issue:43881", "issue:43450|issue:44617", "issue:44589|issue:45362", - "issue:43901|issue:44246", "issue:42491|issue:43299", + "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:41628|issue:43976", "issue:16998|issue:22355", @@ -9925,130 +9959,154 @@ "issue:43352|issue:45250", "issue:44295|issue:45397", "issue:44246|issue:44496", - "issue:44462|issue:45356", "issue:41950|issue:44220", + "issue:44462|issue:45356", "issue:44336|issue:44485", "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43673|issue:44561", - "issue:43824|issue:43976", - "issue:44246|issue:44871", - "issue:43976|issue:44964", - "issue:44242|issue:44857", - "issue:44162|issue:45200" + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "cf84359d19b1747fc5f8bdba4df3bcfb6279ecff605a1195c32ddb261481a6d4", + "prepared_review_unit_hash": "0b4cca80c424b7d0235e7b07108182cba02a031c073cadd692636455c95ce958", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "soft_pair_count": 29, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues that only share broad subsystem keywords. None of the soft pairs look like true duplicates of the same bug/change, so I would not merge any of them.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 43824 has the strongest external signal and community impact in this set (multiple inbound references), making it the best anchor issue among these heterogeneous reports, though it is not a duplicate umbrella for the rest.", + "summary": "This cluster is highly heterogeneous: import/export regressions, tokenizer/model-loading bugs, processor shape issues, attention-kernel behavior, and a few docs/perf reports. I do not see any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set; if one must be chosen, issue:44521 is the most active and broadly framed, but the cluster is mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the most visible and broadly referenced report here, so it is the best single issue for triage and follow-up.", + "best_issue_reason": "issue:44521 is the most active/open and has the broadest multimodal symptom description, so it is the least arbitrary representative of this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Completely different bugs: notebook syntax error vs. init_empty_weights argument handling." + "reason": "Both are import/runtime errors, but they involve different missing symbols and unrelated backend setups." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs/behavior mismatch; the other is a model/pipeline output correctness bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression vs an unrelated low-signal issue title; no shared code path." + }, + { + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different failure modes and model families; tokenizer_class metadata mismatch is unrelated to gemma-4 ZeRO3 loading." + "reason": "Different failures in different components: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and TensorFlow/tensorboard backend import issue are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to the init_empty_weights TypeError." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve multimodal chat/template code, but one is audio sampling-rate defaults and the other is assistant mask generation; not the same bug." + "reason": "Audio sampling-rate defaulting and multimodal assistant-mask generation are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the gemma-4 zero3 loading failure." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI escaping in loading reports." + "reason": "Attention-kernel branching under torch.compile is unrelated to ANSI codes in loading_report." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache handling during chunked_prefill is unrelated to CLIPVisionModel hidden_states regression." + "reason": "Chunked-prefill cache regression and CLIP hidden_states regression are separate code paths." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video encoder attribute error vs. notebook syntax error; no shared code path." + "reason": "SAM3 missing attribute bug vs notebook syntax error; no overlap." }, { "left": "issue:43525", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is a missing pad_token_id on Llama4Config and the other is composite Qwen text_config unwrapping; different defects." + "reason": "Missing pad_token_id and text_config unwrapping are distinct config-handling bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-specific loading issues with different missing attributes and symptoms." + "reason": "These are different model-loading problems affecting different models and failure modes." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "A batched-shape bug in video processors is not the same as a CUDA OOM in Sam3Video." + "reason": "Incorrect batched video-processor shape is not the same as a CUDA OOM." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is a serialization/runtime issue, not the same as a Qwen3.5 chat crash." + "reason": "Float8 storage import failure and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to import latency." + "reason": "Both mention Qwen3 MoE, but they target different model families and incompatibility scenarios; too broad to merge." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention Qwen/MoE compatibility, but they affect different model types and loading paths; not clearly the same bug." + "reason": "Docs mismatch vs intermittent import slowness are not the same bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "ANSI code emission in loading_report and a wrong docstring are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor export is unrelated to a Python version compatibility regression." + "reason": "Missing AutoImageProcessor export and Python-version incompatibility are different release issues." }, { "left": "issue:16998", @@ -10060,91 +10118,55 @@ "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both are loss-related, but they are different models and different gating conditions; not the same concrete bug." + "reason": "Load-balancing loss gating and D-FINE auxiliary losses concern different models and loss paths." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention 2.0 discussion is not the same as a specific model explicitly lacking FA2 support." + "reason": "Model-specific Flash Attention support gap vs a generic Flash Attention topic is too broad to treat as duplicate." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error is unrelated to gemma-4 ZeRO3 loading." + "reason": "Reading position_ids after buffer registration is unrelated to the gemma-4 from_pretrained failure." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance issue is unrelated to model-type resolution failure." + "reason": "Intermittent import slowness and unrecognized model config are different problems." }, { - "left": "issue:44462", - "right": "issue:45356", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer ignores tokenizer.json vs. codec handling regression and warning text; different tokenizer bugs." + "reason": "Video-classification processor selection and _torch_extract_fbank_features are separate preprocessing bugs." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "Video-classification processor selection and audio feature extraction are different pipelines with different failures." + "reason": "Tokenizer.json precedence and Kimi-K2.5 codec regression are different tokenizer issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI output is unrelated to GLM-5 RoPE implementation." + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they involve different missing symbols in different packages." + "reason": "Different import errors for different symbols: Qwen2_5_VLImageProcessor vs is_offline_mode." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports/exported symbols; no evidence of the same underlying packaging bug." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Cache handling in chunked_prefill and removal of is_torch_fx_available are separate regressions." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to a Python 3.9/3.10 support regression." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness is unrelated to Gemma-3 eos_token_id configuration inconsistency." - }, - { - "left": "issue:43976", - "right": "issue:44964", - "accept": false, - "reason": "Python-version compatibility and Phi-4-multimodal loading failure are different issues." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Different loss implementations and different runtime conditions; not the same bug." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." + "reason": "Both are missing-import reports, but for unrelated exports and code paths." } ] }, @@ -10166,7 +10188,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36246", "issue:41950", @@ -10181,24 +10203,28 @@ "issue:43526", "issue:43540", "issue:43596", - "issue:43653", + "issue:43673", + "issue:43824", "issue:43901", + "issue:43976", "issue:44162", + "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44368", "issue:44451", "issue:44466", "issue:44496", + "issue:44561", "issue:44749", "issue:44779", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44977", + "issue:44964", "issue:44987", "issue:44995", "issue:45003", - "issue:45081", "issue:45137", "issue:45200", "issue:45229", @@ -10206,249 +10232,253 @@ "issue:45335", "issue:45362", "issue:45375", - "issue:45397", "issue:45459", "issue:45561", "issue:45563", "issue:45584", - "issue:45588", - "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:45081|issue:45362", - "issue:44779|issue:45292", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:45362|issue:45375", "issue:44295|issue:44749", + "issue:44779|issue:45292", "issue:43441|issue:43540", - "issue:45292|issue:45584", "issue:44877|issue:45375", - "issue:44779|issue:45701", - "issue:45292|issue:45701", + "issue:45292|issue:45584", "issue:44987|issue:45459", + "issue:45292|issue:45701", "issue:43901|issue:45003", - "issue:45561|issue:45563", + "issue:44779|issue:45701", "issue:43232|issue:44336", - "issue:41950|issue:44451", + "issue:45561|issue:45563", "issue:36246|issue:43596", - "issue:43065|issue:43408", - "issue:43526|issue:45003", + "issue:41950|issue:44451", "issue:45375|issue:45759", + "issue:43526|issue:45003", "issue:43257|issue:45137", - "issue:44496|issue:45003", + "issue:43065|issue:43408", "issue:44995|issue:45200", + "issue:44496|issue:45003", "issue:43262|issue:44246", - "issue:44466|issue:45335", "issue:43475|issue:43540", "issue:42886|issue:45229", - "issue:44995|issue:45588", - "issue:45397|issue:45656", - "issue:43653|issue:44162", - "issue:44368|issue:45563", - "issue:44368|issue:44977" + "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "28ed0275ff8949ae0639fce186478a544963a2a9fe8079bdfd6806ba92dc43e3", + "prepared_review_unit_hash": "21ae3e1cdf9abdaf51aaa1f1efd4b4aab5bb075e5c39800e509b3e7a5ccae321", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35988, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, generation, DeepSpeed, SAM, audio, docs, and performance issues. No soft pair looks like the same underlying bug/change, and there are no PRs here.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue stands out because the items do not share one underlying defect; choosing any single issue would be arbitrary.", + "summary": "The items are mostly unrelated transformer bugs across imports, tokenizers, config loading, generation, deepspeed, and model-specific regressions. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative: it is a broad, user-facing import failure from the top-level transformers API and has multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for duplicate triage; the cluster is too broad and unrelated.", + "best_issue_reason": "issue:43824 is the best overall issue exemplar in this set because it is high-impact, broadly applicable, and more central than the narrowly scoped model- or backend-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Different models and failure modes: Mistral tokenizer regex patch crash vs Qwen3.5 chat crash." + "reason": "Different problems: GenerationMixin cache handling during chunked prefill vs removal of a utility breaking trust_remote_code imports." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "One is tokenization regression in DeepSeek; the other is resize_token_embeddings not updating output embeddings." + "reason": "Import failure for a specific Qwen2.5 VL class is unrelated to a Python-version compatibility issue for the whole package." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Unrelated bugs: position_ids buffer access error vs a post-upgrade performance slowdown." + "reason": "Python 3.9+/3.10+ support regression is not the same as failing to load one specific model due to config/model mapping." }, { - "left": "issue:43441", - "right": "issue:43540", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Different subsystems and symptoms: FlashAttention on Ministral-3 vs video input validation in Qwen3OmniMoe." + "reason": "Import-time slowdown is unrelated to an eos_token_id configuration mismatch in Gemma-3." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are separate code paths." + "reason": "MOE load-balancing loss logic and a CUDA AMP crash in LwDetrImageLoss are different code paths and defects." }, { - "left": "issue:44877", + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 text-only fine-tuning needing default mm_token_type_ids." + }, + { + "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Both mention config strictness, but they target different model configs and different missing-field behaviors." + "reason": "A chat/runtime crash for Qwen3.5-35B is not the same bug as a config field being dropped by strict loading." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access and a post-upgrade filtering slowdown are unrelated symptoms and subsystems." }, { "left": "issue:44779", - "right": "issue:45701", + "right": "issue:45292", "accept": false, - "reason": "Both concern tokenization changes, but one is a specific DeepSeek regression and the other is a broad version-dependent tokenization complaint." + "reason": "Tokenizer correctness in Deepseek is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input validation are different model/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one blocks granite_speech loading while the other silently drops a Qwen vision field; different concrete bugs." }, { "left": "issue:45292", - "right": "issue:45701", + "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior is unrelated to a broad tokenization-version regression." + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading failure for a specific model is unrelated to protobuf exception masking in tokenizer decode errors." + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize-embeddings bug is not the same as a version-dependent tokenization change." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44779", + "right": "issue:45701", "accept": false, - "reason": "pytest-xdist file race and stale generate() warning are distinct issues." + "reason": "Deepseek tokenizer regression and a generic version-changes-tokenization report are too broad and not the same concrete bug." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI formatting in loading_report." + "reason": "Generation kwargs sync behavior is unrelated to ANSI codes emitted in loading_report." }, { - "left": "issue:41950", - "right": "issue:44451", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Video-classification pipeline processor lookup and ScandiBERT model loading are unrelated." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate()." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing processor class and a DeepSpeed/BertModel index error are different bugs." + "reason": "Qwen2.5 VL import failure and a DeepSpeed ZeRO3 BertModel IndexError are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:41950", + "right": "issue:44451", "accept": false, - "reason": "Both involve SAM3, but one is a dummy layer implementation issue and the other is a model-type mismatch warning." + "reason": "A video-classification pipeline processor lookup bug is unrelated to failure loading a specific BERT checkpoint." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "BEiT label reduction bug is unrelated to unsafe sys.modules access." + "reason": "Missing a Qwen vision config field is not the same as failing to unwrap text_config in AutoModelForCausalLM.from_config." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both touch composite Qwen config handling, but one drops a field under @strict while the other fails to unwrap text_config in from_config." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed problems: missing MOE weight conversion vs ZeRO3 deque underflow." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is different from a ZeRO3 deque underflow." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to sys.modules access in model utilities." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a sam3_video/sam3_tracker model-type mismatch." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache crash on second forward is not the same as missing mm_token_type_ids defaults." + "reason": "A stale indexer cache on second forward pass is unrelated to Gemma 4 missing default mm_token_type_ids." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Audio chat template sampling-rate defaulting and slow imports are unrelated." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are separate import-time issues." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Serialization of tied weights depending on device is different from resize_token_embeddings not updating decoder embeddings." + "reason": "Audio chat-template sampling-rate defaults are unrelated to import-time performance complaints." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Sam3 vision encoder missing an attribute is unrelated to Qwen3OmniMoe video-input validation." + "reason": "A missing FPN position embedding attribute in Sam3 video output is unrelated to Qwen3OmniMoe video-input validation." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Different failure points: stale indexer cache on second forward vs flash_attention.py crashing on sink-less models." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma4 ZeRO3 from_pretrained and double optimizer step under DeepSpeed are separate problems." + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are entirely different failure modes." }, { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 being broken." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A tie_word_embeddings warning in Qwen3.5 fine-tuning is unrelated to a stale num_return_sequences warning." - }, - { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a config warning and the other is a flash-attention generation failure." + "reason": "Device-dependent lm_head serialization is not the same bug as resize_token_embeddings failing to update decoder.embed_tokens." } ] }, @@ -10470,12 +10500,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:28282", "issue:30990", "issue:41628", - "issue:42222", "issue:42371", "issue:42673", "issue:42994", @@ -10486,6 +10515,7 @@ "issue:43525", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", "issue:43704", "issue:43827", @@ -10498,30 +10528,35 @@ "issue:44361", "issue:44368", "issue:44623", - "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", + "issue:44977", + "issue:44995", "issue:45003", "issue:45081", "issue:45092", "issue:45103", "issue:45137", - "issue:45200", "issue:45230", "issue:45310", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", "issue:45459", - "issue:45478", "issue:45561", + "issue:45563", + "issue:45588", "issue:45600", "issue:45656" ], "soft_pairs": [ + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44368|issue:45563", "issue:44060|issue:44077", "issue:45137|issue:45600", "issue:43673|issue:44734", @@ -10530,250 +10565,246 @@ "issue:44933|issue:45459", "issue:44869|issue:45356", "issue:44297|issue:44623", - "issue:44361|issue:44749", "issue:43646|issue:44162", - "issue:43452|issue:45003", - "issue:44623|issue:45656", + "issue:44361|issue:44749", "issue:43673|issue:43827", "issue:43232|issue:43673", + "issue:43452|issue:45003", + "issue:44623|issue:45656", "issue:28282|issue:30990", "issue:42994|issue:43482", "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:43475|issue:43643", "issue:45230|issue:45397", - "issue:44038|issue:44623", "issue:42371|issue:45092", + "issue:44038|issue:44623", "issue:43475|issue:45381", "issue:45081|issue:45103", "issue:41628|issue:44933", "issue:42673|issue:43704", - "issue:42994|issue:43525", - "issue:43475|issue:44661", - "issue:45375|issue:45478", - "issue:45310|issue:45375", - "issue:42222|issue:45200" + "issue:42994|issue:43525" ], - "prepared_review_unit_hash": "b6bcce7cba1c5a25f0fee41eeedba27ad2f49b634e73084333853a14a123a9df", + "prepared_review_unit_hash": "3928fbb0f702cd7bab7cc91f82817a16bedbf0eb8c3f61ddc4424d730c2e602c", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 32, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or subsystem-specific regressions. Only two soft edges look like true duplicates: the repeated Qwen3.5-Moe from_pretrained error and the repeated Qwen3ForCausalLM VRAM leak. The rest share only broad themes (generation, tokenizer, save/load, v5 regressions) and should stay separate.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest differ by model, API surface, or failure mode and should stay separate.", "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the best umbrella issue: it describes a broad Transformers v5 custom-model initialization regression, which is the closest cluster-wide anchor among the issues here.", + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more-discussed report of the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak also reported in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and reusable issue to represent the cluster; the other candidates are narrower, model-specific fallout or unrelated bugs.", + "best_issue_reason": "issue:42673 is the strongest global representative because it is a true duplicate target with the clearest, earliest description of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale indexer cache on second forward pass vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated DeepSpeed/ZERO3 from_pretrained issue vs optimizer step being called twice." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete problems: tie_word_embeddings warning vs flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both are model-specific warnings/errors, but they are different bugs in different code paths (tie-word-embeddings warning vs optional post_init handling)." + "reason": "Different code paths and symptoms: tied-weights warning vs optional post_init restriction." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque handling and auto_mappings cleanup are unrelated bugs despite both affecting training/tooling." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText config references." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both concern generation/KV-cache code, but one is a missing cache field in chunked_prefill and the other is a tensor-indexing crash in /v1/responses continuation; not the same defect." + "reason": "Both involve generation/cache behavior, but the failing code paths are different enough that they should not be merged." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and the xdist captured_info.txt race are different failures in different subsystems." + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file races in testing utils." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 LoRA tie-word-embeddings warning are not the same underlying bug." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tied-embeddings warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A missing import from image_utils is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Different tokenizer/import problems: missing image_utils import vs protobuf decode-error masking." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec/regression handling are different concrete tokenizer bugs." + "reason": "Both touch tokenization/codec handling, but they describe different models and failure modes." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is processor file omission; too different to merge." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and the reported performance slowdown after upgrade are unrelated." + "reason": "Tokenizer save metadata mismatch is different from processor.save_pretrained missing files." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "44162 looks like a specific model breakage, but there is not enough evidence that it is the same concrete failure as the broad custom-model initialization regression." + "reason": "Broad v5 breakage, but one is custom model init and the other is ESM2-specific failure." }, { - "left": "issue:43452", - "right": "issue:45003", - "accept": false, - "reason": "GGUF from_pretrained breakage and sys.modules access safety are separate code-path problems." - }, - { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file output and a double optimizer-step bug under deepspeed are unrelated." + "reason": "MLukeTokenizer AttributeError is unrelated to the reported data-filtering slowdown after upgrade." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache handling and docs still referencing removed pipeline() APIs are not the same bug." + "reason": "Generation cache failure is not the same as docs still referencing removed pipeline() APIs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "These are both generation-related, but one is a sync_gpus kwargs update issue and the other is a chunked_prefill cache regression." + "reason": "Different generation bugs: sync_gpus update handling vs missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing saved processor files is unrelated to a deepspeed double-step optimizer bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError about missing PyTorch and Sentence Transformers hanging on load are different user-facing failures." + "reason": "PyTorch missing ImportError is not the same as Sentence Transformers loading hang." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure in v5 are different directions and different bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and bugs." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A performance regression after upgrading versions is not the same as deepspeed causing optimizer.step() to run twice." + "reason": "Performance regression after upgrade is unrelated to optimizer step being called twice." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Slow filtering after upgrade and Qwen3.5-Moe from_pretrained error are unrelated regressions." + "reason": "Slow filtering after upgrade is unrelated to Qwen3.5 Moe from_pretrained errors." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision output attribute loss and trust_remote_code returning missing config fields are different problems." + "reason": "SAM 3 vision encoder missing attribute is unrelated to missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "A placeholder bug report and Gemma-4 ZeRO3 from_pretrained failure are not the same underlying issue." - }, - { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Qwen3-VL-Moe v5 issues and missing processor save artifacts are different bugs." + "reason": "Generic bug report does not match the specific Gemma-4 zero3 loading issue." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings deprecation and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 settings guidance is unrelated to old InternVL2 meta-init incompatibility." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "SAM3 encoder output missing fields and Qwen2.5-VL video position IDs are different model-specific defects." + "reason": "Qwen3-VL-Moe/v5 issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patching and auto_docstring future-annotations handling are unrelated crash paths." + "reason": "Different AttributeErrors in different subsystems: tokenizer patching vs auto-docstring processing." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but one is AutoImageProcessor import availability and the other is a missing image_utils import; not the same concrete bug." + "reason": "Both are import-related, but they point to different missing symbols and likely different fixes." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same reported behavior: Qwen3ForCausalLM leaks VRAM in multiple dataloader threads." + "reason": "Same underlying bug and effectively the same report: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "A SAM3 output attribute bug and add-new-model-like failing on TOKENIZER_MAPPING_NAMES are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5-Moe-related, but one is a specific config field being dropped and the other is a from_pretrained failure; not enough to treat as the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "The from_pretrained error and the missing deepstack_visual_indexes config field are related by model family only, not by the same concrete failure." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "VitPose breakage and Gemma-4 token-type defaults are unrelated model-specific bugs." + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster choice is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted duplicate pair is well-supported by identical titles/behavior, and the false rejections avoid over-claiming sameness from broad thematic overlap. Minor note: the summary mentions the repeated Qwen3.5-Moe from_pretrained error as a true duplicate, but that exact pair is not one of the listed soft edges; still, this does not materially undermine the evaluation." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:42673 vs issue:43704, is strongly supported by the identical titles and matching VRAM-leak description, with the earlier report reasonably chosen as canonical." }, "evaluator_used": true, "retried": false, @@ -10792,7 +10823,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30333", "issue:30990", @@ -10801,13 +10832,14 @@ "issue:36010", "issue:41628", "issue:42175", + "issue:42222", "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43479", + "issue:43475", "issue:43723", "issue:43784", "issue:43824", @@ -10815,18 +10847,15 @@ "issue:43901", "issue:44038", "issue:44060", - "issue:44079", - "issue:44164", "issue:44188", "issue:44222", "issue:44242", - "issue:44295", "issue:44351", "issue:44373", - "issue:44448", "issue:44496", "issue:44568", "issue:44623", + "issue:44661", "issue:44734", "issue:44779", "issue:44792", @@ -10835,25 +10864,31 @@ "issue:45103", "issue:45125", "issue:45137", + "issue:45200", "issue:45310", "issue:45356", + "issue:45375", "issue:45405", + "issue:45478", "issue:45561", "issue:45600", - "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:45310|issue:45375", "issue:42831|issue:44222", + "issue:42222|issue:45200", "issue:41628|issue:44351", "issue:44222|issue:45310", - "issue:42994|issue:44164", + "issue:42994|issue:43824", "issue:43377|issue:44242", "issue:36010|issue:41628", "issue:42175|issue:45712", "issue:44038|issue:45310", - "issue:44964|issue:45137", "issue:44496|issue:45561", + "issue:44964|issue:45137", "issue:45561|issue:45600", "issue:42898|issue:44568", "issue:30990|issue:35141", @@ -10862,241 +10897,237 @@ "issue:43232|issue:44188", "issue:44188|issue:44373", "issue:43278|issue:45137", - "issue:44623|issue:45310", "issue:43784|issue:43824", + "issue:44623|issue:45310", "issue:30333|issue:33290", "issue:44734|issue:45103", "issue:43723|issue:44568", "issue:42898|issue:45356", - "issue:42898|issue:44779", "issue:44060|issue:45125", - "issue:45405|issue:45712", "issue:43874|issue:45092", - "issue:42898|issue:44448", - "issue:43479|issue:44079", - "issue:44188|issue:44964", - "issue:44295|issue:45656" + "issue:42898|issue:44779", + "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "40571a51d021bb4a9facc6fe18684887c1c4e12bcc574d86b76966c1cfaf0cfa", + "prepared_review_unit_hash": "fc306137d7ccbf523ae0488d79f0d399c21bce33f3b29cc87e59a9d308a4a856", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37269, - "estimated_input_tokens": 9318, - "estimated_eval_tokens": 18892 + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous collection of unrelated Transformers issues (tokenizer regressions, multimodal import/load failures, quantization, DeepSpeed, docs, and packaging). None of the soft-edge pairs look like the same underlying bug/change, so they should all remain separate.", - "confidence": 0.79, - "canonical_issue_reason": "No single true canonical fits this mixed cluster; if one issue must be chosen, #43723 is the broadest user-facing regression here (AutoTokenizer.from_pretrained loading in v5), but it does not actually subsume the rest.", + "summary": "These items are mostly unrelated issue reports. The only obvious near-duplicate theme is the repeated Qwen3.5 MoE from_pretrained failure, while the listed soft pairs are not the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the best canonical anchor because it is the clearest concrete bug report in the set and has an exact later duplicate-style counterpart in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "#43723 is the best representative only because it is the most general, well-scoped tokenizer-loading regression among the set; the other issues are too diverse to serve as duplicates of it.", + "best_issue_reason": "issue:45310 is the most suitable representative issue: specific, actionable, and part of the only clear duplicate family here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different models and failures: SAM3 vision encoder attribute error vs tokenizer-mapping import path bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained regression." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different concrete problems: model-loading error vs missing deepstack_visual_indexes config field." + }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure for MoE; different bug classes." + "reason": "FP8 accuracy drift is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and symptoms; vitpose CI breakage is not the Gemma 4 token-id default issue." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols (`AutoImageProcessor` vs `HybridCache`) and different code paths." + "reason": "Separate import errors for different symbols with no shared code-path bug shown." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve MoE/FP8 and loading/saving, but one is a save_pretrained bug and the other is a from_pretrained error; not the same defect." + "reason": "Save-pretrained FP8/moe bug is distinct from Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:42994", - "right": "issue:44164", + "right": "issue:43824", "accept": false, - "reason": "Both are save/load problems, but one is quantized-model saving and the other is handling `extra_state`; too different to merge." + "reason": "Quantized save failure and missing Qwen2_5_VL import are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "One is a missing padding-mask bug in MIMI encoder outputs; the other is load-balancing loss logic when `output_router_logits=False`." + "reason": "One is batched-vs-single output mismatch from padding mask support; the other is MoE load-balancing loss logic." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) and different failure surfaces." + "reason": "Both are import errors, but for different APIs and different failure causes." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Both touch packaging/dependency behavior, but one is about missing TensorFlow in a torch install and the other is dummy classes leaking into the namespace." + "reason": "Packaging backend dependency issue is unrelated to leftover dummy class cleanup." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but one is a Transformers 5.0 Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen model variants and different failure modes." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Completely different areas: multimodal model loading versus DeepSpeed ZeRO3 deque underflow." + "reason": "Model config loading error and xdist file-race bug are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Unrecognized model/config loading versus a pytest-xdist file race; unrelated bugs." + "reason": "Multimodal model load failure is not the same as the DeepSpeed ZeRO3 deque error." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Both are CI/test-related, but one is a parallel test race and the other is stale auto_mappings references." + "reason": "Test-worker file race and auto_mappings CI breakage are separate issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors (`clean_up_tokenization_spaces` vs `add_special_tokens`) and different models." + "reason": "Both are tokenizer regressions in v5, but they affect different behavior and different tokenizers." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to token embedding resizing/reinitialization." + "reason": "Loading hang and embedding reinitialization are different bugs." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Docs mismatch for `return_all_scores` versus a test utility race; not the same underlying issue." + "reason": "Docstring mismatch is unrelated to a pytest-xdist race." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg update after `sync_gpus` is unrelated to janus image-generation test failure." + "reason": "Generation kwargs bug and janus image-generation test failure are not the same underlying defect." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both are generation/attention code, but one is a `sync_gpus` generation bug and the other is torch.compile branching in attention kernels." + "reason": "Different code paths: generation state update vs torch.compile attention-kernel branching." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence is unrelated to a wrong docstring for `position_ids`." + "reason": "Attention-kernel divergence and a wrong docstring are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "dtype change during evaluate versus a ZeRO3 deque pop error; unrelated." + "reason": "Embedding dtype regression is unrelated to the DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different save/load issues." + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are separate import regressions." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but one is a third-party sentence-transformers compatibility issue and the other is a missing model class export." + "reason": "Missing processor save files is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on training failure is unrelated to DeepSpeed OOM with Adafactor." + "reason": "MLflow reporting after failed training and DeepSpeed OOM with Adafactor are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto_docstring annotation handling are unrelated subsystems." + "reason": "Serve KV-cache indexing crash and auto_docstring annotation crash do not share the same bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and missing BOS/EOS insertion are distinct tokenizer bugs." + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS regression are different issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different codec/regex behavior." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "General tokenizer behavior change versus DeepSeek-specific incorrect tokenization; not the same bug." + "reason": "Both are tokenizer regressions, but they concern different models and different tokenizer logic." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A version pin to unreleased PEFT is unrelated to leftover dummy classes in repo checks." + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3 family issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both involve multimodal model loading, but one is a missing image-patch method and the other is remote-code/meta-init incompatibility." + "reason": "Missing image-patch helper and remote-code meta-init incompatibility are unrelated multimodal failures." }, { "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Tokenizer cleanup behavior in v5 versus Pegasus output differences between v4 and v5; related theme, different concrete bug." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are different code paths and failure modes." - }, - { - "left": "issue:44188", - "right": "issue:44964", + "right": "issue:44779", "accept": false, - "reason": "Attention-kernel divergence under compile is unrelated to Phi-4 multimodal model loading." + "reason": "General v5 tokenization-space behavior and DeepSeek codec handling are separate tokenizer bugs." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Position_ids buffer access and DeepSpeed double optimizer step are different runtime bugs with no shared code path." + "reason": "PEFT version pinning and dummy-class cleanup are unrelated maintenance issues." } ] }, @@ -11118,9 +11149,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", "issue:30990", @@ -11132,15 +11162,15 @@ "issue:42175", "issue:42757", "issue:42831", - "issue:42886", "issue:42898", - "issue:42994", "issue:43295", "issue:43479", "issue:43644", "issue:43723", "issue:43873", "issue:43976", + "issue:44079", + "issue:44188", "issue:44206", "issue:44222", "issue:44261", @@ -11149,6 +11179,7 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", @@ -11159,24 +11190,27 @@ "issue:44913", "issue:44933", "issue:44945", + "issue:44964", "issue:44977", "issue:45092", "issue:45103", "issue:45310", "issue:45357", "issue:45406", - "issue:45459", "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656", "issue:42898|issue:43295", "issue:44933|issue:45712", "issue:42175|issue:44933", - "issue:41628|issue:45459", "issue:44222|issue:44297", - "issue:44297|issue:45656", "issue:43976|issue:44933", + "issue:44297|issue:45656", "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:42831|issue:44623", @@ -11190,253 +11224,251 @@ "issue:30333|issue:35141", "issue:44263|issue:44360", "issue:44222|issue:44484", - "issue:43873|issue:44945", "issue:44483|issue:45406", "issue:44263|issue:45092", + "issue:43873|issue:44945", "issue:44373|issue:44485", - "issue:43479|issue:43644", "issue:44514|issue:45103", + "issue:43479|issue:43644", "issue:44295|issue:44623", - "issue:43723|issue:44871", "issue:45092|issue:45357", + "issue:43723|issue:44871", "issue:44261|issue:45092", "issue:43479|issue:44913", - "issue:30990|issue:38175", - "issue:22355|issue:28282", - "issue:42886|issue:42994" + "issue:30990|issue:38175" ], - "prepared_review_unit_hash": "a5aba265cf0e7fbb56eb585d9afb44d3040b518553c02cf74815689adb2f9763", + "prepared_review_unit_hash": "2bb41230cc12819e518b1b50a2fa7ddbacdb8afc53d49fc8768589ada6543025", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37655, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "soft_pair_count": 35, + "serialized_chars": 38052, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated import errors, save/load regressions, training/runtime bugs, and a few API/serialization issues. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.69, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 44933 is the cleanest narrow import/export failure and the closest representative of the small API-surface breakage subset. That said, the overall set is too diverse for a strong duplicate canonical.", + "summary": "No soft edge looks like a true duplicate: the list is a mix of unrelated regressions, import errors, config issues, and save/load bugs. The closest mini-cluster is around save_pretrained/serialization, but even those are distinct failure modes.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44623 is the best anchor for the only coherent subtheme here (save/load serialization regressions): it is a concrete, actionable failure with a broad enough surface to sit near other save_pretrained-related reports, while the rest of the set is too heterogeneous for a stronger canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44933 is the best single representative only because it is concrete, scoped, and closest to several other import/export-themed reports; it is not a true umbrella for the whole cluster.", + "best_issue_reason": "issue:44623 is the best overall representative for triage because it is specific, user-facing, and central to the save_pretrained cluster; however, it should not be treated as a true umbrella duplicate for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve output/behavior changes, but one is a global v5 tokenization-space cleanup change and the other is a model-specific v4/v5 output difference." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: Phi4MultimodalConfig default initialization vs ModelOutput key assignment when a field was previously None." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated bugs: torch.compile attention-kernel branching vs loading a specific multimodal model." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: reading a registered buffer fails vs deepspeed calling optimizer.step twice." + }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Different regressions: tokenization cleanup behavior vs processor/tokenizer access in a multimodal custom model path." + "reason": "Both are regressions, but one is tokenizer cleanup behavior and the other is a processor/tokenizer API break in v4.57.5." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch import/export surfaces, but one is a missing import in image_utils and the other is dummy class leakage in a different file; not the same bug." + "reason": "Both touch imports, but one is a missing image_utils import and the other is leftover dummy classes leaking into torch-less namespace handling." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency omission is unrelated to a missing import from image_utils." - }, - { - "left": "issue:41628", - "right": "issue:45459", - "accept": false, - "reason": "AutoImageProcessor import failure and protobuf-related tokenizer error handling are different code paths." + "reason": "Different subsystems: backend extras installation vs an import/export problem in image_utils." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8/MoE save failure and the other is tokenizer metadata mismatch." + "reason": "Both mention save_pretrained, but one is FP8/MoE model saving and the other is tokenizer metadata mismatch." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer save metadata bug is unrelated to a deepspeed optimizer step-count issue." + "reason": "A Python version compatibility issue is not the same as a missing import from image_utils." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Python-version compatibility failure does not match a missing internal import." + "reason": "Tokenizer save metadata mismatch and duplicate optimizer stepping are unrelated failures." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "A multimodal config default-init bug is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." + "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding are separate code paths and symptoms." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor argument regression and auto_docstring annotation parsing crash are different failures." + "reason": "One is a feature regression in LasrFeatureExtractor, the other is an auto-docstring crash under future annotations." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy problem is not the same as processor.save_pretrained missing files." + "reason": "Accuracy degradation with FineGrainedFP8 is not the same as processor.save_pretrained missing files." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Different save_pretrained bugs: FP8/MoE serialization versus missing processor assets." + "reason": "Both are save_pretrained-related, but the underlying bug differs: FP8/MoE saving versus missing processor files." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a CustomTrainer compute_loss signature break." + "reason": "MLflow reporting on failed jobs and a Trainer signature change are unrelated training issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different import failures from different dependencies; one is transformers API exposure, the other is huggingface_hub symbol availability." + "reason": "Both are import errors, but for different symbols and modules with no shared underlying bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job tracking and Llama 3.2 vision model loading are unrelated regressions." + "reason": "MLflow job-status reporting and Llama 3.2 model loading are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are distinct model/runtime issues." + "reason": "Tokenizer loading in v5 and flash-attention generation behavior for Qwen3.5 are different problems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failing on newer transformers." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same bug as a from_pretrained error on Qwen3.5 MoE." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch dependency for AutoModel is unrelated to MLflow job reporting on failure." + "reason": "PyTorch import availability and MLflow reporting are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and output-embedding reinitialization during token resize are different bugs." + "reason": "Failed-job reporting in MLflow has no overlap with embeddings being reinitialized in post_init." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention the DSA indexer, but one is about torch.split return handling and the other about a missing ReLU; not the same defect." + "reason": "Same DSA indexer area, but one is about torch.split return values and the other is about a missing ReLU; not the same defect." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save failure and max_shard_size default question are not the same issue." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output correctness are separate runtime problems." + "reason": "Both reference save_pretrained, but one is FP8/MoE saving and the other is the default max_shard_size behavior." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "OpenAI chat endpoint request rejection and Gemma4Processor missing _tokenizer in serve are different failures." + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer return-value issue is unrelated to remote-code checkpoints failing meta initialization in v5." + "reason": "A torch.split indexing issue is not the same as remote-code checkpoint incompatibility with meta init." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Docstring correctness and GLM-5 RoPE implementation are unrelated." + "reason": "Quantization offloading and pipeline-parallel output correctness are different distributed-inference bugs." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Config initialization for Phi4Multimodal is not the same as junk-filled non-persistent buffers in Transformers 5.0.0." + "reason": "A wrong docstring and a RoPE implementation discussion are not the same code-path problem." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched apply_chat_template crash and auto_docstring annotation crash affect different subsystems." + "reason": "Processor batching/padding crash and future-annotations docstring crash are unrelated." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to processor save_pretrained missing files." + "reason": "Config default initialization and non-persistent buffer corruption are different regression classes." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading in v5 and Gemma eos_token_id inconsistency are different model/config issues." + "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are separate checkpoint/serialization bugs." + "reason": "Loading old remote-code checkpoints under v5 meta init is different from save_pretrained writing incorrect visual encoder keys." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Missing rms_norm_eps precision issue in MLA q_a_layernorm is unrelated to remote-code meta initialization compatibility." + "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate issues." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Phi4Multimodal config initialization and GPTNeoXConfig rotary_pct reloading are different config serialization bugs." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "SentenceTransformers loading stall and zero probabilities in siglip2-base are different model-runtime symptoms." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Missing transformers.onnx module and AutoModel requiring PyTorch are separate missing-dependency/import issues." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are different behaviors." + "reason": "Sentence Transformers getting stuck loading and unexpected zero probabilities in SigLIP2 are different model-specific bugs." } ] }, @@ -11458,9 +11490,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ - "issue:29127", + "issue:22355", + "issue:28282", "issue:30990", "issue:33357", "issue:41628", @@ -11469,6 +11502,7 @@ "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", "issue:43116", "issue:43122", @@ -11494,11 +11528,9 @@ "issue:44485", "issue:44514", "issue:44521", - "issue:44625", "issue:44704", "issue:44743", "issue:44779", - "issue:44829", "issue:44945", "issue:45200", "issue:45245", @@ -11510,6 +11542,8 @@ "issue:45753" ], "soft_pairs": [ + "issue:22355|issue:28282", + "issue:42886|issue:42994", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:44263|issue:44373", @@ -11521,8 +11555,8 @@ "issue:44117|issue:44704", "issue:43232|issue:45593", "issue:42371|issue:44263", - "issue:30990|issue:33357", "issue:43756|issue:44060", + "issue:30990|issue:33357", "issue:44704|issue:45290", "issue:42907|issue:44945", "issue:43122|issue:44514", @@ -11530,246 +11564,230 @@ "issue:43232|issue:45245", "issue:43723|issue:44779", "issue:43723|issue:44442", - "issue:43408|issue:43475", "issue:43784|issue:45600", "issue:44261|issue:44373", "issue:43122|issue:44521", "issue:42907|issue:43937", + "issue:43408|issue:43475", "issue:41628|issue:45278", "issue:44360|issue:44485", "issue:43232|issue:44743", - "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:29127|issue:30990", - "issue:44038|issue:44297" + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "d78fba7e157338a690a75b506207bee0924de36e3c1adf4df45be14dc97b3cd5", + "prepared_review_unit_hash": "359c33099548d9e59335084a2f2a46340484981a40be452da26e09445cb88ec1", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37250, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 31, + "serialized_chars": 36503, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regression reports. The soft-similarity pairs are mostly thematic matches only; I would not merge any of them as true duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (many import errors after upgrading to v5.5.0), so it is the best single issue to represent the cluster\u2019s main regression theme.", + "summary": "This cluster is mostly heterogeneous: many are unrelated import, tokenizer, generation, or model-specific regressions. I do not see any true duplicate pairs, so the best candidate is only a loose hub for the broad import-regression subset.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest and most central report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it works best as a loose hub for the import-regression subgroup, though it is not a true duplicate of most others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue because it spans the cluster\u2019s dominant failure mode\u2014package import regressions after a v5 upgrade\u2014and is broader than the narrower, model-specific or API-specific reports.", + "best_issue_reason": "issue:45278 is the best overall representative because it captures the broadest symptom category in this cluster and is recent; the remaining issues are mostly narrower, model- or API-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different failure modes: missing transformers.onnx module vs AutoModel/PyTorch dependency import error." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated code paths." + }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but one is root-level AutoImageProcessor export and the other is Qwen2.5-VL class export; different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different missing symbols/models; no clear same underlying bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5-MoE from_pretrained failure are unrelated bug classes." + "reason": "Different models and symptoms: FP8 accuracy issue vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a torch.split return-value issue in a DSA indexer; the other is a docstring problem for position_ids." + "reason": "DSA indexer split behavior vs a docstring issue; not the same bug." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output corruption and a Qwen3_5 image-specific infinite loop are different runtime failures." + "reason": "Pipeline-parallelism wrong outputs and a Qwen3.5 image loop are distinct runtime problems." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "These are different model-family bugs: FP8 accuracy regression vs Qwen3-VL-Moe behavior in v5." + "reason": "FP8 accuracy regression is not the same as Qwen3-VL-Moe compatibility/bug report." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The second is a broad import-regression report, but the first is a specific missing is_offline_mode symbol; not enough evidence of the same underlying bug." + "reason": "One is a specific huggingface_hub import breakage; the other is a broad umbrella report, not the same concrete bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a NameError while importing sentence-transformers are unrelated." + "reason": "Broken env command and sentence-transformers import NameError are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are tokenizer bugs, but not the same failure or code path." + "reason": "Offline cache behavior and tokenizer decoder type mismatch are different tokenizer issues." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different loader issues." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate internals." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs state handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance and a torch.split/indexer bug do not match." + "reason": "TF32 configuration guidance and a torch.split bug do not share the same code path." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Sentence-Transformers loading hang and a MacOS bus error with a CLIP model are different problems." + "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning are different model implementation issues." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are unrelated model-implementation issues." + "reason": "Loading hang in Sentence Transformers and a Mac bus error on CLIP are not the same defect." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and apply_chat_template crashing on tool-call messages are separate API bugs." + "reason": "AutoProcessor cached_file kwargs and chat-template assistant message handling are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and pipeline-parallelism output errors are not the same code path." + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different bugs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Different tokenization across versions and a batched multimodal apply_chat_template crash are distinct regressions." + "reason": "Tokenization differences across versions and batched chat-template crash are distinct." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are unrelated serialization issues." + "reason": "Reading a registered buffer and tokenizer_config class mismatch are unrelated save/load issues." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation sync_gpus handling and a category-cardinality runtime error are unrelated." + "reason": "Generation bookkeeping bug and category-count runtime error are not the same code-path problem." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer loading in v5, but one is AutoTokenizer load failure and the other is incorrect Deepseek tokenization output; not the same bug." + "reason": "General AutoTokenizer load failure and Deepseek tokenizer output regression are different tokenizer bugs." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer load failure and FastSpeech2ConformerTokenizer load failure are related only at a very high level." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "SAM3 model-type warning and missing fpn_position_embeddings attribute are different SAM 3 issues." + "reason": "Both mention AutoTokenizer, but one is a general v5 regression and the other a specific tokenizer-class load failure." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "Sentence-transformers import NameError and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision issue in MLA q_a_layernorm and a docstring issue for position_ids are not duplicates." + "reason": "Config epsilon precision issue and docstring mismatch do not indicate the same defect." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a version-to-version tokenization change and the other is all-zero assistant masks for multimodal inputs." + "reason": "Tokenizer output changes and multimodal assistant-mask zeros are different chat/tokenization behaviors." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Quantized save failure and invalid GenerationConfig in GLM-5 are separate issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning and missing fpn_position_embeddings are different SAM3 problems." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-regression report, but the former is a specific missing AutoImageProcessor export; not enough to call them the same issue." + "reason": "AutoImageProcessor import failure may be one instance of broad import regressions, but the reports are not the same concrete bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation issues are different." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation state update logic and Qwen3.5 recurrent-state reset under cache are separate bugs." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + "reason": "Generation kwargs update and Qwen3.5 recurrent-state reset are different generation bugs." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label example-script behavior and Gemma 4 mm_token_type_ids defaults are different concerns." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Tokenization drift across versions and Deepseek tokenizer correctness regressions are not the same underlying bug." - }, - { - "left": "issue:29127", - "right": "issue:30990", - "accept": false, - "reason": "A LayoutLMv3 error message clarity issue is unrelated to Sentence Transformers loading hang." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe bug report and tokenizer save_pretrained class mismatch are different." + "reason": "Multi-label classification example output and mm_token_type_ids defaulting are unrelated application/model bugs." } ] }, @@ -11791,15 +11809,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", - "issue:33453", + "issue:30990", "issue:36296", - "issue:38617", "issue:39401", - "issue:42175", "issue:42222", "issue:42371", "issue:42757", @@ -11824,26 +11841,31 @@ "issue:44075", "issue:44222", "issue:44295", + "issue:44297", "issue:44351", "issue:44485", "issue:44488", "issue:44521", + "issue:44625", "issue:44704", "issue:44779", + "issue:44829", "issue:44936", - "issue:44938", "issue:44964", "issue:44977", "issue:45083", "issue:45216", - "issue:45278", "issue:45446", "issue:45478", "issue:45563", "issue:45753" ], "soft_pairs": [ + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:43122|issue:44779", "issue:42907|issue:44964", + "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:44038|issue:44295", "issue:39401|issue:44488", @@ -11852,16 +11874,17 @@ "issue:44038|issue:44222", "issue:43066|issue:44779", "issue:39401|issue:44521", - "issue:43122|issue:44977", + "issue:22355|issue:28218", "issue:45216|issue:45478", "issue:42757|issue:44351", + "issue:43122|issue:44977", "issue:43992|issue:44704", "issue:42907|issue:44222", "issue:43784|issue:45446", "issue:43937|issue:44485", "issue:42222|issue:43441", - "issue:43976|issue:45446", "issue:42371|issue:43874", + "issue:43976|issue:45446", "issue:43493|issue:45753", "issue:44075|issue:44936", "issue:42831|issue:45753", @@ -11871,245 +11894,240 @@ "issue:43116|issue:43493", "issue:43064|issue:43673", "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:42175|issue:44938", - "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:38617|issue:45278", - "issue:22355|issue:29127" + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "6b631e4eb0e48ffa2e7e10566df912707e6da446a7c1f2ee9fc0ab5e5282b49e", + "prepared_review_unit_hash": "01f4474598c6bfb94ffe38a642689dc21c2e6b5a3fbef551f95b0d11c4ed4872", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37298, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "serialized_chars": 37411, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training issues, and warning/message issues. I reject all soft edges because none clearly share the same underlying bug or code change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items do not form one duplicate family; they cover many distinct bugs across different APIs, models, and subsystems.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, loading, training, saving, multimodal, and version-compatibility problems. None of the soft pairs look like the same underlying bug or change, so I reject all soft edges and do not see a meaningful canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated defects across many subsystems, so it does not form a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for the cluster overall: it is not coherent enough to justify choosing one issue as the representative duplicate target.", + "best_issue_reason": "No global best issue; none of the issues is representative of a coherent duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs flash-attention training degeneration." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated subsystems and failures: LayoutLMv3 error messaging vs Sentence-Transformers loading hang." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths." + }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different failures: saving/dequantizing a model versus loading a multimodal model." + "reason": "Different issues: saving dequantized Ministral/Devstral weights vs loading Phi-4 multimodal." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Model loading bug vs tokenizer save metadata mismatch; not the same concrete defect." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Unrelated code paths: dequantized save failure vs gguf/AutoTokenizer loading." + "reason": "Different paths: save_pretrained/dequantized model export vs AutoTokenizer/AutoModel loading gguf_file." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different problems: Qwen3-VL-Moe behavior versus position_ids buffer access." + "reason": "Different failures: Qwen3-VL-Moe model support vs position_ids buffer read error." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset-mapping bug is unrelated to loading a specific model checkpoint." + "reason": "Tokenizer offset mapping bug vs model loading failure for a specific checkpoint." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and empty multi-label classification results are unrelated." + "reason": "Training parallelism bug vs example-script classification output issue." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different underlying fixes." + "reason": "Both are import errors, but for different symbols with different root causes." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad model family, but one is a model loading bug and the other is an FP8 save_pretrained issue." + "reason": "Same broad model family, but one is a model loading/generation issue and the other is FP8 save_pretrained behavior." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Both concern tokenizer behavior, but one is decoder type handling and the other is Deepseek tokenization correctness." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping regression is unrelated to assistant mask generation for multimodal inputs." + "reason": "Offset_mapping regression and assistant_masks behavior are separate tokenizer/chat-template bugs." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different symptoms: tokenization change across versions versus flash-attention generation failure." + "reason": "Completely unrelated: missing transformers.onnx module vs extra space after added token." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading." + "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared code-path bug is evident." + "reason": "Import errors from different packages/symbols; not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation bug; different code paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Model weight loading bug and AutoProcessor kwargs forwarding are separate issues." + "reason": "Different loading bugs: missing embed_tokens.weight vs AutoProcessor not forwarding kwargs." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both mention saving, but one is dequantized model saving and the other is FP8 moe save_pretrained." + "reason": "Both involve model saving, but one is dequantized export failure and the other is FP8 save_pretrained for MoE." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import failure and a PyTorch version check bug are unrelated." + "reason": "Import-time NameError in sentence-transformers vs incorrect PyTorch version gating for flex_attention." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and RoPE implementation discussion are not the same bug." + "reason": "Same model family (GLM-5) but different defects: invalid GenerationConfig vs RoPE implementation." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and failures: vitpose breakage versus Ministral flash-attention support." + "reason": "Unrelated model breakage: vitpose import/path issue vs Ministral FlashAttention failure." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Python support/version constraint issue is separate from the flex_attention import check." + "reason": "TF32 API guidance issue vs missing image-patch helper in GLM46V image processor." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "TF32 settings guidance and a missing image-patch-count method are unrelated." + "reason": "Different compatibility checks: Python version support vs PyTorch version check." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image looping are different bugs." + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer-argument handling is different from train/evaluate state corruption." + "reason": "SGD argument handling vs evaluate-after-train failure are separate training issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issue and an infinite-loop image case are unrelated." + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3_5 image-triggered infinite loop." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification behavior and pipeline translation error messaging are separate issues." + "reason": "Example script output bug vs pipeline error-message wording; not the same defect." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/Moe-related, but one is a Qwen3-VL-Moe bug and the other is a from_pretrained load failure." + "reason": "Both mention Qwen3.5/MoE-ish regressions, but one is Qwen3-VL-Moe in 5.0 and the other is a 5.4.0 from_pretrained error." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both are Moe-related save/load issues, but they affect different APIs and likely different fixes." + "reason": "Same MoE theme, but one is FP8 save_pretrained and the other is model loading; too different to merge." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example output bug and SigLIP2 model discrepancy are unrelated." + "reason": "Classification example bug and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2 optimizer-state bug and missing GenerationMixin cache are separate training/generation issues." + "reason": "Training-state bug under FSDP2/PEFT vs GenerationMixin cache missing during chunked prefill." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper function behavior in qwen3_omni_moe is unrelated to the flex_attention import check." + "reason": "Feature-extract helper behavior in qwen3_omni_moe vs flex_attention version-check bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid generation config and a stale warning about num_return_sequences are different problems." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Backend dependency packaging issue versus Python 3.14 load failure; no shared bug." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset mapping issue are not the same defect." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenization bugs, but they affect different models and different behaviors." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Specific missing import and broad many-import-errors report are too coarse to treat as one bug." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "No shared underlying bug: missing transformers.onnx module vs an error-message clarity issue." + "reason": "GLM-5 GenerationConfig validity vs stale warning for num_return_sequences are unrelated." } ] }, @@ -12131,18 +12149,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42673", "issue:43012", "issue:43066", - "issue:43097", "issue:43122", "issue:43381", "issue:43408", @@ -12151,20 +12170,19 @@ "issue:43577", "issue:43742", "issue:43827", - "issue:43874", "issue:43937", "issue:43986", "issue:44075", "issue:44117", "issue:44220", - "issue:44261", "issue:44291", "issue:44410", "issue:44483", "issue:44484", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", + "issue:44938", "issue:44945", "issue:44964", "issue:44977", @@ -12176,13 +12194,17 @@ "issue:45310", "issue:45405", "issue:45446", - "issue:45459", "issue:45464", "issue:45542", "issue:45588", "issue:45656" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:22355|issue:29127", "issue:44117|issue:45588", "issue:43827|issue:45446", "issue:43381|issue:44945", @@ -12193,221 +12215,223 @@ "issue:44117|issue:45081", "issue:42673|issue:45072", "issue:38617|issue:41628", - "issue:43408|issue:43742", "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:42222|issue:45542", "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", "issue:44484|issue:45310", "issue:42175|issue:42222", "issue:43937|issue:44496", "issue:44483|issue:45464", "issue:44075|issue:45656", - "issue:43066|issue:43122", "issue:44964|issue:45278", "issue:43012|issue:43577", - "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:43097|issue:44493", - "issue:43874|issue:44261", - "issue:42222|issue:45459" + "issue:43066|issue:43122", + "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "9831ece046567207fefb48eacc2ee6ad9ad40f42d1939da2a9ae306515f671e3", + "prepared_review_unit_hash": "dd008e89a4ec6cb660a05506002a66337b259ae8cab9755d94244a1d7955e5c4", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36085, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformer bugs/regressions across tokenizers, model loading, precision, and optimizer behavior. The soft pairs are all false-positive duplicates; none look like the same concrete bug or mergeable change.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue is a safe choice here: the set is heterogeneous, and the titles point to distinct failure modes rather than one underlying bug.", + "summary": "These are mostly distinct, model-specific or subsystem-specific bugs; none of the soft pairs look like the same underlying issue. The closest-looking ones are broad version-regression/import-error reports, but still not tight enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report (many import errors after upgrading), so it is the most plausible representative issue; the other items are narrower, unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the broadest representative, issue:45278 is the most umbrella-like report ('many import errors after update'), but it still does not actually unify the other issues.", + "best_issue_reason": "Issue 45278 is the best global representative because it covers a broad regression class, unlike the others which are more specific to one model, endpoint, or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch-only install vs Python 3.14 load failure. No shared concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol from configuration_utils and the other is a broad multi-import regression after upgrade. Too broad to treat as one bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenization, but one is a tokenizer-loading regression and the other is wrong offset_mapping for Qwen3. Different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer output issues, but they affect different models and symptoms. Not the same underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated problems: missing transformers.onnx module vs LayoutLMv3 error messaging about boxes." + }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Different failures: tokenizer mapping fallback vs flash-attention crash on missing s_aux. No shared code-path bug is evident." + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on s_aux=None. Different components and failure modes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs mentioning pipeline() and a flex_attention import-version check are unrelated." + "reason": "Docs mentioning pipeline removals vs a flex_attention import/version check bug. No shared code-path bug." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing in eval mode and pipeline-parallelism output errors are different runtime problems." + "reason": "Gradient checkpointing in eval mode is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different generation failures for different models; one is invalid GenerationConfig, the other is flash-attention behavior." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A released-version pin issue and a PyTorch import/version check bug are separate dependency problems." + "reason": "Version-pin packaging issue vs an incorrect PyTorch version guard. Not the same bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape handling and AutoProcessor crash without torchvision are distinct video-processing issues." + "reason": "Batched video shape bug vs missing torchvision crash when loading through AutoProcessor. Related area, but not the same defect." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset mapping for Qwen3 tokenizer is not the same as runtime post-processor updates for special tokens." + "reason": "Both are tokenizer-related, but offset_mapping errors and runtime post-processor updates are different issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch crashes are different tokenizer code paths." + "reason": "Tokenizer mapping None-handling vs Mistral regex patch crash. Different affected paths." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches are unrelated model/runtime bugs." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs dtype mismatches in bfloat16 inference. Unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes; not the same bug." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "SAM3 model-type warning and MobileLLM loading KeyError are unrelated model-loading issues." + "reason": "Both are import errors, but they concern different symbols and modules. No evidence of one shared fix." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression do not share a concrete fix path." + "reason": "Different training/save issues: flash_attention_3 degenerate training vs incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and PretrainedConfig type-checking breakage are separate v5 regressions." + "reason": "Both are version-regression breakages, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking. Too distinct." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "VitPose model breakage and tensorboard-without-TF backend errors are different backend/model issues." + "reason": "Both touch Qwen3.5/Qwen3next loading, but one is missing projections and the other is a from_pretrained error. Not the same concrete bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3 vs a KeyError loading MobileLLM. No shared failure mechanism." + }, + { + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "VitPose model breakage vs TensorFlow backend detection issue. Different subsystems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained max_shard_size behavior is unrelated to Qwen3.5 MoE loading." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure. Unrelated." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TF not installed in a torch-only extra and VitPose breakage are separate dependency/model problems." + "reason": "TensorFlow install/backend issue vs VitPose model breakage. Different bugs." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are different errors." + "reason": "Invalid GenerationConfig vs unrecognized model/config.json. Different root causes." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is an API request-format regression and the other is a streaming inference failure on a specific model." + "reason": "Both mention chat/completions, but the reported failures are different enough that they do not look like one concrete bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD arguments and double optimizer.step() under deepspeed are different optimizer issues." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related thematically but not shown to be the same concrete bug." + "reason": "SGD args ignored vs optimizer.step called twice under deepspeed. Different optimizer problems." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A specific model-loading failure and a broad import-errors report are not the same underlying issue." + "reason": "Model loading failure for Phi-4 multimodal vs broad import errors after upgrade. Not the same issue." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch warning on compiling bfloat16 models and BLIP2 dtype retention are distinct precision/dtype bugs." + "reason": "General bfloat16 warning on compile vs Blip2 dtype fields staying float32. Same theme, but distinct defects." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "TF32 settings guidance and MLA rms_norm_eps precision mismatch are unrelated." + "reason": "Wrong decoder type in v5 vs changed tokenization output across versions. Similar area, but not the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features() are unrelated failures." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 regressions." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are separate multimodal/model-config issues." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "VitPose model breakage and protobuf-hidden tokenizer errors are not the same bug." + "reason": "ImportError for a missing symbol vs audio feature-extraction failure. No shared code-path." } ] }, @@ -12429,10 +12453,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:38617", "issue:41628", + "issue:42222", "issue:42371", "issue:42673", "issue:42757", @@ -12444,15 +12469,12 @@ "issue:43408", "issue:43441", "issue:43452", - "issue:43502", "issue:43577", - "issue:43873", "issue:43874", "issue:43906", "issue:43931", "issue:43976", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", @@ -12465,6 +12487,7 @@ "issue:44464", "issue:44484", "issue:44485", + "issue:44493", "issue:44704", "issue:44829", "issue:44945", @@ -12476,14 +12499,19 @@ "issue:45245", "issue:45341", "issue:45375", + "issue:45459", "issue:45478", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:44484|issue:45478", - "issue:44263|issue:44485", "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:43012|issue:43408", "issue:41628|issue:45071", @@ -12494,8 +12522,8 @@ "issue:44117|issue:44987", "issue:43097|issue:43452", "issue:43986|issue:44484", - "issue:43335|issue:45071", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:43976|issue:44945", "issue:43408|issue:44368", "issue:43874|issue:44263", @@ -12503,9 +12531,9 @@ "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:44464|issue:45071", - "issue:44062|issue:44117", "issue:43097|issue:45588", "issue:44410|issue:45375", + "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:44704|issue:45103", "issue:42673|issue:43577", @@ -12513,248 +12541,258 @@ "issue:44261|issue:44485", "issue:44964|issue:45341", "issue:43986|issue:44117", - "issue:43931|issue:44410", - "issue:43502|issue:43992", - "issue:43097|issue:43873" + "issue:43931|issue:44410" ], - "prepared_review_unit_hash": "3b488282b8f625eb1b6fead3af826e79dfd51b01d54279301e730a3c7992ce81", + "prepared_review_unit_hash": "3e5800e33797df7d931f426eb2b23d35e5c3582270a5a07d6066aedf70c96770", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38166, - "estimated_input_tokens": 9542, - "estimated_eval_tokens": 19340 + "soft_pair_count": 37, + "serialized_chars": 38811, + "estimated_input_tokens": 9703, + "estimated_eval_tokens": 19662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of unrelated Transformers issues across imports, model loading, training, quantization, and config bugs. None of the soft pairs look like the same underlying defect, so I would not collapse any of them.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family and instead cover many unrelated regressions and feature bugs.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous to safely use one issue as the canonical duplicate target.", - "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "summary": "This cluster looks heterogeneous: the issues span unrelated import errors, model-specific load failures, training/runtime regressions, and config/attention bugs. I do not see any soft pair that clearly describes the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate stands out; if one issue must anchor the cluster, issue:43097 is the broadest cross-cutting regression and has the strongest evidence of wider impact/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43097 is the best single representative only by breadth and reference count, not because it matches the others closely.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings warning vs MLA layernorm epsilon precision bug; different subsystems and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding tying deprecation/removal vs unexpected position-id key warnings; unrelated regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V vs rms_norm_eps precision issue in MLA; not the same bug." + }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Different bugs: save_pretrained shard sizing vs Qwen3.5 MoE loading failure." + "reason": "save_pretrained shard-size question vs Qwen3.5-Moe loading error; unrelated topics." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5-Moe from_pretrained failure; different model families." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Unrelated failures: torch.split return handling vs GLM-5 RoPE implementation." + "reason": "torch.split return-value issue vs GLM-5 RoPE implementation; different code paths." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Different model/config problems: missing qwen3next projections vs Qwen3.5 MoE from_pretrained error." + "reason": "vitpose breakage vs tokenizer error masking when protobuf is absent; no shared defect." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both touch flash attention, but one is a model load failure and the other is degenerate training; not the same bug." + "reason": "Both mention flash attention, but one is Ministral-3 inference failure and the other is degenerate training with FA3; not mergeable as one bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A PyTorch precision warning and a model-type warning are different issues." + "reason": "bfloat16 precision warning vs model-type mismatch warning for sam3_tracker; unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type checking." + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type-checking regression; different APIs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and undefined TensorFlow backend error are unrelated." + "reason": "Type checking breakage in PretrainedConfig vs TensorFlow backend detection error; unrelated." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads is not the same as Qwen3.5 flash-attention generation failure." + "reason": "VRAM leak in multithreaded dataloaders vs Qwen3.5 flash-attention generation issue; different symptoms and code paths." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API settings guidance and FineGrainedFP8 accuracy loss are different problems." + "reason": "TF32 behavior settings warning vs FineGrainedFP8 accuracy issue; only loosely related by precision." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The VRAM leak report does not match the isolated reproduction of issue 38071." + "reason": "Qwen3ForCausalLM VRAM leak vs isolated reproduction of another issue; no evidence they share root cause." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are different failure modes." + "reason": "Tokenizer mapping None handling vs model loading failure for physical-intelligence/fast; different lookup layers." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API and gguf_file loading breakage are unrelated." + "reason": "Embedding tying removal regression vs gguf_file loading breakage; unrelated model-loading bugs." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor is unrelated to save_pretrained shard size." + "reason": "AutoProcessor crash without torchvision vs max_shard_size question; no overlap in underlying defect." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to type-checking regressions." + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3-VL-Moe regression; both are load errors but not the same concrete bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Different Qwen-related load issues with different symptoms and likely different code paths." + "reason": "SwitchTransformers sparse-layer config bug vs PretrainedConfig type checking regression; unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." + "reason": "Python compatibility issue for Transformers 5.1.0 vs wrong output under pipeline parallelism; different problem classes." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "A SAM model-type mismatch warning is unrelated to a Qwen fine-tuning warning about tie_word_embeddings." + "reason": "sam3_video/sam3_tracker model-type warning vs tie_word_embeddings warning in Qwen3.5; unrelated warnings." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs in different components: missing image-patch method vs torch.split return values." + "reason": "Missing GLM46V image-patch helper vs torch.split return-values issue; no shared root cause." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention-3 training degeneration and category-cardinality limits are unrelated." + "reason": "FlashAttention-3 training collapse vs category-count limit runtime error; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying causes." + "reason": "Different import errors from different symbols/packages: layer_type_validation vs is_offline_mode." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is not the same as Liger Kernel not being applied with model_init." + "reason": "FSDP2/PEFT optimizer-state mismatch vs Liger Kernel not applied with model_init; different training bugs." }, { "left": "issue:44464", "right": "issue:45071", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to PretrainedConfig type checking." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken keyword duplication and tokenizer mapping None handling are separate tokenizer bugs." + "reason": "Chunked generation inconsistency under compiled forward vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings API and flash_attention s_aux=None crash are unrelated." + "reason": "Embedding tying removal regression vs flash_attention.py s_aux=None crash; different code paths." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are different model/config issues." + "reason": "Missing qwen3next projections vs missing deepstack_visual_indexes field; different config/model issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-arg duplication vs tokenizer mapping returning None; unrelated tokenizer bugs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports; same general theme, but not the same concrete bug." + "reason": "Different missing imports in different modules; no shared underlying defect." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file and auto_docstring future-annotations crash are unrelated." + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring annotation crash; unrelated utility paths." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leak in multi-thread loading and BLIP2 dtype retention are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM vs Blip2 dtype staying float32; different symptoms and fixes." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen models, but one is a version/load compatibility issue and the other is a missing-projection architecture bug." + "reason": "Both involve Qwen3-family models, but one is a Qwen3-VL-Moe load bug and the other is qwen3next layer construction; not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation are different bugs." + "reason": "MLA q_a_layernorm epsilon precision issue vs GLM-5 RoPE implementation; different components." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Phi-4 multimodal load failure and a testing_utils bug are unrelated." + "reason": "Phi-4 multimodal loading regression vs a testing_utils bug; unrelated." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." + "reason": "Video-model loading without torchvision vs tokenizer mapping None; different layers of the stack." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different load-path failures." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only network leak and missing embed_tokens.weight are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Removed tie_embeddings API and quantization offloading behavior are unrelated." + "reason": "Weight-shape mismatch for Qwen3-VL-30B vs missing projections in qwen3next; unrelated model defects." } ] }, @@ -12776,7 +12814,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:36683", "issue:38617", @@ -12803,6 +12841,7 @@ "issue:43824", "issue:43825", "issue:43867", + "issue:43873", "issue:43901", "issue:43906", "issue:43937", @@ -12827,31 +12866,33 @@ "issue:45753" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43097|issue:43873", "issue:43066|issue:43906", - "issue:43986|issue:45290", "issue:43986|issue:45372", + "issue:43986|issue:45290", "issue:45341|issue:45561", "issue:43986|issue:45341", "issue:43097|issue:43901", "issue:43825|issue:44655", "issue:42617|issue:45341", - "issue:45341|issue:45588", "issue:43992|issue:44484", + "issue:45341|issue:45588", "issue:42886|issue:43381", + "issue:43012|issue:43550", "issue:43208|issue:43550", "issue:43012|issue:44368", - "issue:43012|issue:43550", "issue:42907|issue:45753", - "issue:43531|issue:45341", "issue:42907|issue:44655", + "issue:43531|issue:45341", "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:42757|issue:43824", "issue:43012|issue:44683", - "issue:43618|issue:43761", "issue:44483|issue:45290", - "issue:43064|issue:44380", + "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:43064|issue:44380", "issue:38617|issue:43502", "issue:44483|issue:45381", "issue:43299|issue:43867", @@ -12862,238 +12903,262 @@ "issue:43352|issue:43937", "issue:43066|issue:45381" ], - "prepared_review_unit_hash": "756a42d4a40647e424a91863b083395f8df588ec0ab78bceb33b82b2092bdb68", + "prepared_review_unit_hash": "c644993518360014f6d9732694ef6e791be4af95261c3dcc1bd5049522a54d30", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37049, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous v5-era bug reports and import/runtime regressions; only the CLIPVisionModel output regressions look like the same underlying change. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43097 is the broadest, clearest representative of the cluster\u2019s dominant theme: an explicit Transformers v5 breaking-change regression with user-visible API fallout.", + "summary": "This set is mostly a loose similarity cluster of Transformers v5 regressions and model-specific bugs, not a single duplicate group. I found one plausible duplicate pair in CLIP output handling; the rest look like distinct issues despite overlapping keywords (loading, saving, v5, testing utils, etc.).", + "confidence": 0.77, + "canonical_issue_reason": "issue:43761 is the clearest, most specific anchor for the CLIP v5 regression: it names the exact forward behavior (`hidden_states=None` despite `output_hidden_states=True`) and is more actionable than the sibling symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best overall issue representative because it captures a concrete, high-impact v5 compatibility break rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:43761 is the strongest issue to keep as the representative bug report because it is concrete, reproducible, and appears to capture the shared CLIP output-population regression most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are load/cache-related, but one is an offline/local_files_only networking bug and the other is a missing weight during UMT5 loading; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is an API removal regression, the other is a quantization/offloading problem; same release era, not the same bug." + }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Both involve v5 behavior, but one is a tokenizer decoder-type bug and the other is an unrelated isolated reproduction; no same code-path evidence." + "reason": "The titles point to different tokenizer/import problems; there is no evidence they share the same concrete failure." }, { "left": "issue:43986", - "right": "issue:45290", + "right": "issue:45372", "accept": false, - "reason": "Different failures: missing torchvision for AutoProcessor vs chat template crashing on tool-call assistant messages." + "reason": "Both involve processor/model loading, but they fail for different missing dependencies and different models; not mergeable as one fix." }, { "left": "issue:43986", - "right": "issue:45372", + "right": "issue:45290", "accept": false, - "reason": "Both are import/dependency-related, but they affect different components and different missing symbols; not the same bug." + "reason": "Video-model loading without torchvision and chat-template crashes with tool calls are unrelated bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a vague bug report and the other is a specific xdist file race; insufficient evidence of identity." + "reason": "Both mention testing_utils, but one is a vague small bug and the other is a specific xdist race on captured_info.txt; not clearly the same underlying issue." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A processor-loading dependency error is unrelated to a generic testing_utils bug." + "reason": "Different subsystems entirely: video processor loading vs testing utils." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "One is an API removal regression; the other is documentation lag about return_all_scores." + "reason": "One concerns removed model config API, the other is stale pipeline docs; overlap is only around v5 surface area." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task support messaging and saving Pipeline objects are different problems." + "reason": "Both are pipeline-related, but one is an error-message regression and the other is save_pretrained support for Pipeline objects; distinct fixes." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a testing_utils issue." + "reason": "3d_parallel runtime failure and testing_utils bug are unrelated." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "A testing_utils bug and a flash-attention sink-less-model crash are unrelated." + "reason": "Model weight-loading and chat-completions API behavior are different layers and different bugs." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Missing embed_tokens weights on load and max_shard_size default behavior in save_pretrained are different issues." + "reason": "Testing utils race and flash-attention sinkless-model attribute error are unrelated." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and eval-mode gradient checkpointing are unrelated." + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are separate behaviors." }, { - "left": "issue:43208", + "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different model families and different failure modes; not the same underlying bug." + "reason": "One is a PyTorch warning about bfloat16 compilation, the other is a compile failure for a specific model/backend combination; not the same bug." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Both are warnings, but one is a PyTorch precision warning and the other is a model config warning about tie_word_embeddings." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific problems." }, { "left": "issue:43012", - "right": "issue:43550", + "right": "issue:44368", "accept": false, - "reason": "A compile/precision warning is unrelated to a Bamba SDPA compile failure." + "reason": "Both are warnings, but about different settings and different code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Quantized model saving and Qwen image generation looping are unrelated." + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop on a specific image are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different objects and failures." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Dequantized model saving and saving Pipeline objects are different save_pretrained problems." + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and a BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are different components and symptoms." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI-style chat completion request rejection is not the same as a Qwen2_5_VLProcessor batching crash." + "reason": "Chat-completions API rejection and Qwen2.5-VL batched chat-template crash are different request paths." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different packages and different missing names; no shared underlying change is evident." + "reason": "Both are import errors, but for different missing symbols from different packages; no shared fix is evident." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 compile warning and a flex_attention failure on torch>=2.9 are different code paths." + "reason": "A warning about compiling bfloat16 is not the same as flex_attention outright failing on newer torch versions." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions endpoint behavior and assistant-message tool-call template handling are unrelated." }, { "left": "issue:43618", "right": "issue:43761", "accept": true, - "reason": "Both report a CLIPVisionModel v5 regression where optional outputs are not populated correctly; attentions/hidden_states are missing from the same forward output path." + "reason": "Both are CLIP v5 regressions in output handling/forward results: one says attentions are no longer assigned, the other says hidden_states are missing despite being requested. This looks like one shared CLIP output-population bug." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Different APIs and symptoms: chat completion request validation vs chat template handling of tool-call assistant messages." + "reason": "Same model family name, but one is a load regression in v5 and the other is an fp8 support request; not the same concrete bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention-scaling under SDPA/FlashAttention are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Both mention Qwen3 VL/MoE, but one is a Transformers loading bug and the other is fp8 inference support; not the same bug." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling with SDPA/FlashAttention are unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "A missing configuration_utils import and API calls despite local_files_only=True are unrelated." + "reason": "Importing a missing configuration_utils symbol and local_files_only making API requests are different issues." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat-completions request handling and Qwen2.5-VL video vision_position_ids are different bugs." + "reason": "OpenAI-style chat endpoint rejection and Qwen2.5-VL video position-id bug are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading breakage and a sorted state_dict load error are not clearly the same underlying issue." + "reason": "Both are load/save regressions, but one is a Qwen3VL-MoE load breakage and the other is a state_dict ordering issue; not enough to call them duplicates." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to Pipeline serialization." + "reason": "Docs drift for return_all_scores and Pipeline.save_pretrained failures are different categories of bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are different model attribute regressions." + "reason": "Both are attribute errors on model outputs/configs, but they affect different models and missing fields; no shared code path is evident." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve loading/saving state_dicts, but one is a sorted-load error and the other is incorrect saved checkpoints; too little to treat as the same bug." + "reason": "Both involve checkpoint/loading semantics, but one is about sorted state_dict loading and the other about incorrect saved checkpoints; too different to merge." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and saving Pipeline objects are different save_pretrained paths." + "reason": "Quantized model saving and Pipeline.save_pretrained are different save targets and likely different fixes." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FA2 support not implemented for NemotronHForCausalLM is unrelated to an invalid GenerationConfig in GLM-5." + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Reiterated: one is a load bug, the other is an fp8 support request; not the same underlying change." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression and Qwen2.5-VL video position-id bug are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted pair, issue:43618 and issue:43761, is plausibly the same CLIPVisionModel v5 output regression, and the other pairwise rejections do not overclaim identity. No PRs are present, so the mergeability constraint is not an issue." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted CLIP pair is plausibly the same output-population regression, while the rejected pairs are mostly supported as distinct by their titles and described failure modes. No clear overstatement beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -13112,7 +13177,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:28282", "issue:33453", @@ -13164,8 +13229,8 @@ "issue:45753" ], "soft_pairs": [ - "issue:44263|issue:45440", "issue:36010|issue:42757", + "issue:44263|issue:45440", "issue:44220|issue:44655", "issue:43756|issue:44485", "issue:36683|issue:43525", @@ -13180,8 +13245,8 @@ "issue:43992|issue:45310", "issue:44380|issue:45479", "issue:41669|issue:44246", - "issue:43064|issue:44492", "issue:43867|issue:45375", + "issue:43064|issue:44492", "issue:43618|issue:44380", "issue:43352|issue:45478", "issue:44355|issue:44855", @@ -13195,259 +13260,256 @@ "issue:43064|issue:44655", "issue:36296|issue:43575", "issue:44077|issue:44380", - "issue:43618|issue:44857", "issue:43618|issue:45588", "issue:28282|issue:33453", - "issue:43867|issue:44484" + "issue:43867|issue:44484", + "issue:43618|issue:44857" ], - "prepared_review_unit_hash": "3db5c8667f7f0ded7b1bb17242445473c19aad809106aedab920236f327562e0", + "prepared_review_unit_hash": "6f6dcb41d6d1753e8221e43a0c7550747a846e5b005c72972430697864b1386f", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37790, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "serialized_chars": 37786, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most proposed edges are false positives across unrelated model/config/version bugs. The only convincing duplicate-like pair is the import-time slowdown report versus the generic slow-import report; the rest differ in concrete model, code path, or failure mode.", - "confidence": 0.63, - "canonical_issue_reason": "issue:41669 is the most specific and actionable issue in the only convincing duplicate pair: it names the concrete import-time regression cause ('import *' in models) and the measurable slowdown, while issue:44246 is the broader symptom report.", + "summary": "This cluster is very heterogeneous: most items are unrelated bug reports across loading, config, attention, TP, and test infrastructure. I do not see any soft pair that is clearly the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "If a single anchor is required, issue #36683 is the best representative because it is the most active/open issue and matches the nearby family of model-config attribute/loading regressions; however, the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best global issue representative because it is specific, root-cause oriented, and can subsume the more generic slow-import report.", + "best_issue_reason": "Issue #36683 is the strongest global issue candidate by discussion volume and because several nearby items are also model-loading/config-attribute problems, making it the closest reusable triage anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different bugs in different model families; one is a torch.split / indexer issue, the other is a DeepSeekV3MoE implementation divergence." + "reason": "Different import failures in different modules/dependencies; same symptom, not the same bug." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency breakages; not the same underlying bug." + "reason": "Unrelated code paths: GlmMoeDsaIndexer torch.split behavior vs DeepSeekV3 implementation divergence." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Unrelated failures: audio feature extraction versus saving Pipeline objects." + "reason": "Different subsystems: fbank feature extraction vs pipeline save_pretrained." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are model-specific implementation bugs with different symptoms and targets." + "reason": "Both mention RoPE, but they are different model-specific implementation issues." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields; too generic to treat as one bug." + "reason": "Both are missing config attributes, but for different models and different fields; too broad to treat as one bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different problems: CLIPOutput attentions assignment versus Qwen3.5 checkpoint save regression." + "reason": "Different regressions: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint keys." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "The first is a reproduction of another issue, while the second is a specific Qwen3_5 image infinite-loop report; not enough evidence they are the same bug." + "reason": "No clear shared code path; one is a reproduction of an older issue, the other is an infinite-loop report on a specific image." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different model behavior: missing Gemma3Config field versus MoE load-balancing loss not being added." + "reason": "Different model families and failure modes; config attribute error vs load-balancing loss logic." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Different loading failures affecting different models and different config/runtime paths." + "reason": "Both are loading failures, but the specific missing attribute/model context differs." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen-related multimodal/model loading behavior, but one is a v5.0.0 loading regression and the other is an image-specific infinite loop." + "reason": "Different Qwen model variants and different failure modes: model loading vs generation loop." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unrelated issues: Flash Attention support for a model versus Python version compatibility for the package." + "reason": "Unrelated: FlashAttention support for a model vs Python-version compatibility." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both touch attention backends, but they are different concrete failures in different models." + "reason": "Different attention bugs in different models; not the same concrete fix." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different model/code-path problems; one is model support for FA2, the other is GPT2 attention scaling being ignored." + "reason": "Same broad attention area, but different model/backend behaviors and no shared code-path evidence." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and different failure modes: missing embed_tokens.weight versus Qwen3.5 MoE from_pretrained error." + "reason": "Different models and different missing-key/loading failures." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "No shared underlying bug; one is attention scaling with backends, the other is degenerate zero loss in sequence classification." + "reason": "Attention backend scaling bug vs classification-loss degeneration; unrelated." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both report the same underlying import-time performance regression in transformers; one is the concrete cause/root-cause report and the other is the generic symptom report." - }, - { - "left": "issue:43064", - "right": "issue:44492", "accept": false, - "reason": "Completely different topics: distributed optimizer state corruption versus a cache strategy typo." + "reason": "Possible performance overlap, but one is a concrete import-star cleanup and the other is a vague slow-import report; not enough to merge." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different loading/serialization bugs affecting different Qwen-related configs and fields." + "reason": "Different loading/config issues; state_dict ordering vs a missing vision config field." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed optimizer-state bug vs typo in cache-strategy docs/code." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different issues despite both involving model internals; no shared concrete code-path failure." + "reason": "Different bugs in different paths; CLIP output field assignment vs GPT2 backend scaling." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Same broad area as another FlashAttention issue, but different model and no clear shared concrete bug." + "reason": "Same general FlashAttention theme, but different models and reports." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "One is about compiled Python files, the other about a Python 3.13 torch.jit parsing/indentation problem." + "reason": "Both involve import/runtime errors, but one is about compiled Python files and the other is a Python 3.13 JIT parsing issue." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Different loader assumptions in different parts of the stack; not the same bug." + "reason": "Both are loading-related, but one is a missing config attribute and the other is tokenizer mapping returning None." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is missing set_seed and the other is an xdist race on a captured-info file." + "reason": "Test flakiness in different places: missing set_seed vs xdist file-write race." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Unrelated: an API removal/regression versus a Flash Attention support limitation." + "reason": "Unrelated: tie_embeddings API removal vs FlashAttention support." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different save/load regressions involving different Qwen3.5 components and different key handling." + "reason": "Different Qwen3.5 regressions: generic load failure vs incorrect visual-encoder keys on save." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version issues, but they affect different versions and appear to be separate compatibility problems." + "reason": "These are both compatibility complaints, but one is Python 3.9/3.10 support and the other is Python 3.14 load failure." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and different from_pretrained failures." + "reason": "Different models and failure modes; not the same from_pretrained bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different code paths: DSA indexer math versus DeepSeekV3 implementation divergence." + "reason": "Different DSA/indexing logic vs DeepSeek model divergence." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Unrelated distributed-training state bug versus pipeline serialization issue." + "reason": "Distributed training optimizer-state bug vs pipeline save_pretrained; unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model loading." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM; not the same concrete issue." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Different bugs in different model implementations; no evidence they share the same failure mechanism." - }, - { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "Different failures: missing attentions assignment versus AMP/CUDA crash in a loss function." + "reason": "Different subsystems and fixes; post_init validation vs attention scaling." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Both touch attention-related code, but one is a CLIPOutput regression and the other is a FlashAttention crash on sink-less models." + "reason": "Different bugs in unrelated code paths; output field assignment vs flash_attention s_aux handling." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to tokenizer loading regression." + "reason": "Different regressions: missing PyTorch import vs tokenizer loading behavior." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Model loading error versus a save_pretrained shard-size question; not the same bug." + "reason": "Different topics: load failure with sorted state_dict vs save_pretrained shard-size default." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated issues: CLIP output metadata vs AMP/CUDA crash in LwDetrImageLoss." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the only accepted duplicate-like pair is well supported by the issue titles and descriptions, and the other soft-edge rejections stay conservative rather than overclaiming equivalence. The summary does not overstate the 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 }, @@ -13462,7 +13524,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30333", "issue:30990", @@ -13516,13 +13578,13 @@ "soft_pairs": [ "issue:43618|issue:44977", "issue:43901|issue:44938", - "issue:44655|issue:44938", "issue:42890|issue:44964", + "issue:44655|issue:44938", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:42890|issue:45341", "issue:43010|issue:44075", + "issue:42890|issue:45341", "issue:42548|issue:44351", "issue:44222|issue:45125", "issue:43502|issue:44485", @@ -13532,8 +13594,8 @@ "issue:44387|issue:44556", "issue:45125|issue:45375", "issue:43010|issue:45278", - "issue:43723|issue:44556", "issue:30333|issue:33453", + "issue:43723|issue:44556", "issue:43010|issue:44368", "issue:43502|issue:44222", "issue:43502|issue:44961", @@ -13541,8 +13603,8 @@ "issue:42831|issue:43874", "issue:30333|issue:36296", "issue:44355|issue:44655", - "issue:44222|issue:44230", "issue:44355|issue:45071", + "issue:44222|issue:44230", "issue:43827|issue:44961", "issue:33453|issue:34689", "issue:43010|issue:45656", @@ -13553,14 +13615,14 @@ "issue:43576|issue:43824", "issue:44961|issue:45468" ], - "prepared_review_unit_hash": "08b28b7e20f8d7590a7225874567e8ee850f8545e6c8ea155d83a739a076fa97", + "prepared_review_unit_hash": "300f2f3a9d637e22b527b85b843073a146a8af89e03d840c7c32e8617d7fd8de", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, @@ -13575,234 +13637,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive grouping: the issues span unrelated areas like loading/import regressions, documentation cleanup, FP8, tensor parallelism, testing, and optimizers. I do not see a single underlying bug/change that would justify merging any pair, and there is no PR evidence here.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a broad set of unrelated Transformers v5 regressions and compatibility reports; the soft-similarity pairs are mostly false positives. I would treat issue:45278 as the umbrella canonical issue because it best captures the broad \u201cmany import errors after upgrading to v5.5.0\u201d theme.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the cluster, summarizing the dominant theme of widespread import/load breakage after upgrading to Transformers 5.5.0.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 best serves as the cluster anchor because it describes the general regression class that many of the other import/load complaints resemble.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different model/output bug classes: CLIPOutput attentions assignment vs Qwen3.5 flash-attention generation behavior." + "reason": "Different failures: missing CLIPOutput attentions vs Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43901", "right": "issue:44938", "accept": false, - "reason": "One is a docs mismatch about return_all_scores; the other is a Python 3.14 import/load failure." + "reason": "Documentation mismatch for text-classification output vs Python 3.14 import/load failure; unrelated symptoms." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failure are unrelated failure modes." + "reason": "Test seed flakiness in sam_hq vs model loading failure for Phi-4 multimodal; not the same bug." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Different test/model areas: SamHQ integration test seeding flakiness vs Phi-4 multimodal model loading." + "reason": "Pipeline save_pretrained issue vs Python 3.14 load failure; distinct code paths." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A missing set_seed in one model test is not the same as a stale GraniteSpeech device-override CI failure." + "reason": "Both are test-related, but they concern different tests and failure causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Unrelated: SamHQ test randomness vs auto_mappings references to removed Sam3LiteText configs." + "reason": "Sam HQ test seeding vs auto_mappings stale config references; unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken argument duplication are different code paths." + "reason": "Local-files-only network leak vs AddedToken constructor error; different problems." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43010", + "right": "issue:44075", "accept": false, - "reason": "Both mention testing, but the specific SamHQ seeding issue is not clearly the same as an unspecified testing_utils bug." + "reason": "Cache update no_grad discussion vs SGD optimizer args ignored; unrelated." }, { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Cache/layer no_grad decoration is unrelated to SGD optimizer arguments not being used." + "reason": "Different test stability issues in different files/components." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "Both are import errors, but for different symbols and likely different export regressions." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE models is not the same bug as missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained moE bug vs missing tensor-parallel plan; different concrete code paths." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Network access despite local_files_only and GLM-5 RoPE implementation are unrelated." + "reason": "Local_files_only network behavior vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and tokenizer slowdown after upgrade are different problems." + "reason": "Compiled Python file loading errors vs performance regression after upgrade; not the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang and documentation confusion around model.forward arguments do not share a concrete root cause." + "reason": "Loading hang for Sentence Transformers vs documentation confusion in model.forward; unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained load error; too broad to merge." + "reason": "Same model family, but one is missing _tp_plan and the other is a generic from_pretrained failure; too little evidence of one concrete duplicate bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory/OOM regression and checkpoint reload failure after v5 upgrades are different regressions." + "reason": "Int4 quantization OOM vs checkpoint reload incompatibility after upgrade; different failure modes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are separate config issues." + "reason": "Tensor-parallel metadata issue vs missing deepstack_visual_indexes field; unrelated model config bugs." }, { - "left": "issue:43502", + "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Local file handling and broad import failures after 4.57->5.5 are not the same bug." + "reason": "No-grad cache update discussion vs broad import errors after upgrade; unrelated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading in v5 and generic checkpoint reload after upgrade are only loosely related." + "reason": "MLFlow reporting on failed training jobs vs tokenizer loading regression; unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "MLflow reporting after training failure and tokenizer loading regression are unrelated." + "reason": "Tokenizer loading issue vs reloading old checkpoints after upgrade; related in theme but not the same concrete bug." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Cache/layer update decoration vs tie_word_embeddings warning during fine-tuning; unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network requests with local_files_only and FP8 save_pretrained for MoE are different bugs." + "reason": "Network access with local_files_only vs FP8 save_pretrained moe; different code paths." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "The 'racoon' issue has no visible relation to local_files_only network behavior." + "reason": "Local file download behavior vs a standalone issue titled 'racoon'; no meaningful relation." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to a DSA indexer/ReLU discussion." + "reason": "Liger kernel application bug vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and GLM46V image patch counting are different code paths." + "reason": "FP8 accuracy issue vs missing image patch-count API in GLM46V; distinct bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after failed training and tensor-parallel training bugs are not the same underlying issue." + "reason": "MLFlow reporting on failed jobs vs tensor parallel training bug; different subsystems." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and Pipeline save_pretrained failures are different concerns." + "reason": "Compiled file loading errors vs pipeline save_pretrained failure; unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + "reason": "Compiled file loading errors vs PretrainedConfig type checking regression; different issues." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Compiled file execution errors and PretrainedConfig type-checking breaks are unrelated." + "reason": "Both mention FP8/Qwen, but one is save_pretrained moE and the other is inference support; not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Pipeline-docs cleanup and the 'racoon' issue are unrelated." + "reason": "Docs still referencing pipeline() vs unrelated 'racoon' issue." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are different failures." + "reason": "Tokenizer loading regression vs model loading breakage for Llama 3.2 multimodal; different model-specific issues." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Cache update no_grad decoration is unrelated to deepspeed causing double optimizer steps." + "reason": "Cache/layer no-grad topic vs optimizer step being called twice with deepspeed; unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression and checkpoint reload regression after v5.2/v5.3 are not clearly the same root cause." + "reason": "Qwen3VL MoE model loading breakage in v5 dev vs checkpoint reload incompatibility after upgrade; similar theme but different concrete failures." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and a broken transformers env command are different packaging/CLI issues." + "reason": "Import error for is_offline_mode vs transformers env command broken; different symptoms and code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor parallel training bug; unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage and PretrainedConfig type-checking are unrelated." + "reason": "Broken CLI command vs PretrainedConfig type checking regression; not the same bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration export are different import/CLI failures." + "reason": "CLI env command issue vs missing Qwen2.5-VL export; unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful relation between the 'racoon' issue and Gemma-4 audio positional encoding." + "reason": "Placeholder 'racoon' issue vs Gemma-4 audio positional encoding bug; no relation." } ] }, @@ -13824,9 +13892,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:31795", + "issue:33453", "issue:36296", "issue:38617", "issue:41628", @@ -13863,7 +13932,6 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44938", "issue:44961", "issue:45003", "issue:45071", @@ -13876,12 +13944,12 @@ "issue:45753" ], "soft_pairs": [ - "issue:31795|issue:38617", "issue:43010|issue:43976", + "issue:31795|issue:38617", "issue:41628|issue:42548", "issue:38617|issue:43576", "issue:44908|issue:44961", - "issue:43576|issue:44938", + "issue:43576|issue:44351", "issue:43010|issue:43232", "issue:36296|issue:43901", "issue:41628|issue:44355", @@ -13911,280 +13979,285 @@ "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:41669|issue:44492", - "issue:44315|issue:44829", "issue:44393|issue:45478", + "issue:44315|issue:44829", "issue:44077|issue:44861", - "issue:43827|issue:44908" + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908" ], - "prepared_review_unit_hash": "07f242530ebf0041cef551fa15be47c0e2a66a21d43f6367c1a58f3c4b632f08", + "prepared_review_unit_hash": "a8175a4d333f06e873478f26fb7c530d41426721820a44a661813735d0aa546e", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38754, - "estimated_input_tokens": 9689, - "estimated_eval_tokens": 19634 + "soft_pair_count": 41, + "serialized_chars": 39349, + "estimated_input_tokens": 9838, + "estimated_eval_tokens": 19932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated transformer issues with a few superficial overlaps around imports, caching, and v5 regressions. None of the soft pairs look like the same concrete bug/change, so I reject all soft edges. The broadest representative issue is the import/performance regression around `import *` usage.", - "confidence": 0.84, - "canonical_issue_reason": "issue:41669 is the broadest and most central representative of the cluster\u2019s recurring import/loading regressions, with concrete impact and multiple nearby import-related complaints.", + "summary": "This cluster is mostly a noisy mix of unrelated docs, model-specific bugs, and import/regression reports. The only soft duplicate I\u2019d accept is the lazy-loading/import-path pair (44273/45003); everything else is too broad or clearly different.", + "confidence": 0.69, + "canonical_issue_reason": "issue:41669 is the broadest concrete import-system report in the set and best captures the cluster\u2019s shared theme of top-level import/lazy-loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 best captures the cluster\u2019s most common underlying theme (import-time/loading regressions) and is more representative than the narrower model-specific or doc-only issues.", + "best_issue_reason": "issue:41669 is the strongest representative because it is specific, system-wide, and plausibly connected to several of the import-related reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Docs wording for forward args vs an ImportError for a missing symbol; different problem types and code paths." + "reason": "Cache/no_grad bug vs Python-version support issue; unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Cache mutation/no_grad concern vs Python version compatibility failure; unrelated." + "reason": "Doc wording confusion vs import error for a different symbol; not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) with separate causes." + "reason": "Both are import errors, but for different top-level symbols; too broad to merge." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing import symbol vs broken `transformers env` CLI; not the same bug." + "reason": "Different failures: missing import vs broken env command." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue title; no shared underlying change." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44351", "accept": false, - "reason": "CLI env command regression vs checkpoint reload incompatibility; different functionality." + "reason": "v5 env command failure vs missing HybridCache export; different concrete problems." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both are generation/cache-related, but one is about `@torch.no_grad` on updates and the other about `_update_model_kwargs_for_generation` after GPU sync; not the same fix." + "reason": "Both generation-related, but different code paths and symptoms." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs documentation mismatch for pipeline args; unrelated." + "reason": "Tensor parallel training bug vs documentation mismatch." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Import error for `AutoImageProcessor` vs errors running compiled Python files; different failure modes." + "reason": "Import symbol failure vs compiled-file runtime error; unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug vs `reduce_labels` returning one label; no concrete overlap." + "reason": "Tensor-parallel bug vs BeitImageProcessorFast label handling; different area." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs DSA indexer/ReLU comment; different subsystems and symptoms." + "reason": "Different model/math bugs with no shared concrete code path." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Lazy loading bug vs unsafe `sys.modules` access; related area, but not the same underlying defect." + "accept": true, + "reason": "Both point to lazy-loading/import machinery being broken; 45003 gives a likely root cause for 44273." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save/load missing files vs a generic bug report title; insufficient evidence of sameness." + "reason": "Processor save-pretrained bug vs generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression vs undefined TF backend when tensorboard is installed; unrelated." + "reason": "Lazy loading vs TF backend detection; different failures." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error vs infinite loop on a specific image; different concrete bugs." + "reason": "Different Qwen3-VL/Qwen3.5 image bugs with unrelated symptoms." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command vs checkpoint reload compatibility after upgrade; different code paths." + "reason": "v5 env command regression vs checkpoint reload incompatibility; not the same change." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Vision model bbox issue vs `PretrainedConfig` type-checking regression; unrelated." + "reason": "Model output bug vs PretrainedConfig type-checking regression." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance problem vs missing GenerationMixin cache in chunked prefill; adjacent theme, but not the same bug." + "reason": "Import-performance/import-star issue vs generation cache missing; too different." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug vs missing `_tp_plan` for tensor parallelism; different model features and fixes." + "reason": "Different Qwen3-MoE/tensor-parallel issues; not enough evidence of same defect." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload breakage across versions vs remote-code/meta-init incompatibility for InternVL2; not the same issue." + "reason": "Both involve v5 incompatibility, but one is general checkpoint reload and the other is a specific remote-code/meta-init case." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Wrong docstring for `position_ids` vs unrelated placeholder title; no evidence of a shared bug." + "reason": "Docstring issue vs unrelated placeholder issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`cached_file` kwargs forwarding bug vs scheduler `timescale` forwarding bug; both forwarding-related but different APIs and fixes." + "reason": "AutoProcessor kwarg forwarding vs scheduler kwargs; unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds vs scheduler kwargs bug; unrelated." + "reason": "Test flakiness from missing seeds vs scheduler kwargs bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness vs lazy loading failure; same broad area but not the same concrete defect." + "reason": "Slow import report vs lazy-loading malfunction; related area but not the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning on instantiation vs Liger Kernel not applied with `model_init`; different behaviors." + "reason": "Model-type warning vs Liger kernel application bug; different code paths." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version incompatibility vs Qwen3-VL visual hallucination/error; unrelated." + "reason": "Python compatibility issue vs image output bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error vs Qwen3-VL bbox hallucination; different model/runtime issues." + "reason": "Flash Attention support error vs Qwen3-VL output bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch in save_pretrained vs generic bug report title; no match." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "CLI env regression vs scheduler kwargs bug; unrelated." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs forwarding vs config type-checking regression; different code paths." + "reason": "Tokenizer save metadata bug vs generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "`position_ids` buffer access error vs generic bug report title; no concrete overlap." + "reason": "Position_ids buffer read error vs generic bug report." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing generation cache vs typo in cache strategies; different fixes." + "reason": "Generation cache regression vs typo in cache-strategy docs/code." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance regression vs missing `HybridCache` import; related import area, but not the same bug." + "reason": "Import-star/lazy-load cleanup vs missing HybridCache export; too indirect." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time regression vs a little bug in `testing_utils.py`; no shared underlying issue." + "reason": "Import-system issue vs testing_utils bug; unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star slowdown vs cache-strategy typo; different problems." + "reason": "Import-system issue vs cache-strategy typo; unrelated." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Liger Kernel application with `model_init` vs degenerate training under flash_attention_3; different model-training bugs." + "reason": "Different Qwen3-related bugs with no shared concrete fix." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Qwen3-VL image output bug vs Qwen3.5 Moe `from_pretrained` error; different models and failure modes." + "reason": "Liger-kernel application bug vs flash_attention_3 training degradation; different issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "`post_init` allowance issue vs tied-weight-key AttributeError; unrelated." + "reason": "Different model utility bugs; no shared code-path evidence." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs scheduler kwargs handling; different scopes." + "reason": "Docs still mention pipeline() vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading performance issue vs scheduler kwargs bug; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The lone accepted soft duplicate (44273/45003) is plausible from the issue titles, and the other rejections do not overclaim. The representative/canonical choice of 41669 is reasonable as a broad import-system report, even if the cluster overall is noisy." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14199,7 +14272,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-385", + "cluster_id": "cluster-15354-387", "nodes": [ "issue:30333", "issue:31515", @@ -14243,12 +14316,10 @@ "issue:45468" ], "soft_pairs": [ - "issue:31795|issue:33453", - "issue:41669|issue:44908", "issue:42371|issue:44492", "issue:44655|issue:44861", - "issue:44360|issue:45468", "issue:43576|issue:44273", + "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:43827|issue:44492", "issue:44273|issue:44908", @@ -14272,10 +14343,10 @@ "issue:44908|issue:44998", "issue:44861|issue:45290", "issue:43525|issue:44861", - "issue:41669|issue:44998", "issue:43704|issue:44998", - "issue:43066|issue:44998", + "issue:41669|issue:44998", "issue:43572|issue:44861", + "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44360|issue:44998", "issue:44230|issue:44623", @@ -14286,286 +14357,274 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "50881226b04dcaf01a66949e534287454847ffa2ba9f6c2bd46607047cf6d53f", + "prepared_review_unit_hash": "69cea6aa46574de52c1f5e53ae96815b3105f4f24a9d72b2123173aedf465a8d", "component_budget": { - "node_count": 385, - "item_count": 385, - "soft_pair_count": 1445, - "serialized_chars": 744694, - "estimated_input_tokens": 186174, - "estimated_eval_tokens": 372604 + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 }, "budget": { "node_count": 40, "item_count": 40, - "soft_pair_count": 42, - "serialized_chars": 34967, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "soft_pair_count": 40, + "serialized_chars": 34373, + "estimated_input_tokens": 8594, + "estimated_eval_tokens": 17444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated Transformers bugs and docs issues. The soft pairs share broad themes like loading, tokenizers, or v5 regressions, but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45092 is the most representative and actionable loading-regression report here: it names a specific v5 meta-initialization incompatibility, a clear affected class of checkpoints, and a plausible shared code path with nearby loading bugs.", + "summary": "This set is mostly a grab-bag of unrelated issue reports across loading, tokenizer, training, docs, and model-specific bugs. I did not find any soft edge that confidently represents the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs, and the few tokenizer/v5-loading reports are similar only at a high level, not clearly the same concrete defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the best single issue to anchor the cluster because it is specific, technically grounded, and broad enough to represent the main loading-compatibility regression theme without being overly narrow to one model.", + "best_issue_reason": "issue:43066 is the most concrete and actionable issue in the loosely related tokenizer/v5 subset, so it is the best anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "One is a documentation confusion report; the other is a tokenizer-loading regression. Same broad area, different problem." - }, - { - "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import-star performance cleanup and scheduler kwargs handling are unrelated code paths." - }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategies typo are not the same bug." + "reason": "Different topics: TF32 configuration warning vs a cache-strategy typo." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key handling fail in different parts of serialization." + "reason": "Both touch save/pretrained paths, but one is pipeline serialization and the other is tied-weights key handling; not the same bug." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "A missing ReLU in one DSA indexer and Gemma4 audio positional encoding are different model-implementation issues." + "reason": "Unrelated: v5 env command breakage vs lazy loading failure." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Broken env command and lazy-loading problems are unrelated features." + "reason": "Different model/code-path problems with no clear overlap." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Both mention general bugs, but only one is a specific from_pretrained failure; the other is too vague to match." + "reason": "One is a vague bug report; the other is a specific Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Outdated pipeline docs and a cache-strategy typo are different scopes and symptoms." + "reason": "Documentation cleanup vs a cache-strategy typo; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in a processor and GLM-5 RoPE math are not the same defect." + "reason": "Different model-specific bugs: timestamp calculation vs RoPE implementation." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star usage/performance and VRAM leakage in multi-threaded dataloaders are different problems." + "reason": "Import-star performance cleanup vs VRAM leak in a model; not the same defect." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler parameter passing do not share a concrete bug." + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args does not duplicate a model-loading regression." + "reason": "Documentation confusion vs model loading regression; different scope." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "A doc issue about model.forward is unrelated to a flash-attention import error." + "reason": "Docs issue vs import error in flash attention utils; unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger-kernel application via model_init and meta-initialization checkpoint loading are different mechanisms." + "reason": "Both involve model initialization, but one is Liger kernel application and the other is meta-init compatibility for remote-code checkpoints; not the same bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and RoPE implementation bugs are distinct code-path failures." + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation issue; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE math and Gemma4 audio positional encoding are separate architecture-specific issues." + "reason": "Two different model components and failure modes." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration warning and VRAM leakage are unrelated." + "reason": "TF32 behavior guidance vs a VRAM leak report; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network requests with local_files_only and a timestamp bug in a processor are not duplicates." + "reason": "Local-files-only network requests vs timestamp computation in a processor; different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculations and missing processor save files are different save/load bugs." + "reason": "Processor timestamp math vs processor.save_pretrained missing files; not the same issue." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp miscalculation and dataloader-thread VRAM leaks are unrelated." + "reason": "Different model/processor bugs with no shared code-path evidence." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in one indexer does not match Gemma4 audio encoding behavior." + "reason": "DSA indexer return-value issue vs Gemma4 audio positional encoding issue; unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are different model-runtime issues." + "reason": "CPU offload device mismatch vs Gemma4 audio positional encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "A missing rms_norm_eps precision issue is not the same as an audio positional encoding bug." + "reason": "Precision/config discussion for MLA q_a_layernorm vs Gemma4 audio encoding; unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leakage in dataloader threads and a testing_utils bug do not match." + "reason": "VRAM leak in a model vs a testing_utils bug; not the same defect." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer behavior across v4/v5, but one is a broad behavior change report and the other is a specific decoder-type error." + "reason": "Same broad tokenizer-v5 theme, but one is a general behavior change report and the other is a specific decoder-type bug; not enough to call them the same underlying issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated unemployment issue are clearly not duplicates." + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key attribute handling and chat-template tool-call crashes are different areas of the codebase." + "reason": "Tied-weights crash in saving logic vs chat-template crash on tool-call messages; different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied-weight-key crashes are separate config/serialization defects." - }, - { - "left": "issue:41669", - "right": "issue:44998", - "accept": false, - "reason": "Import-star cleanup and an unrelated unemployment issue have no overlap." + "reason": "Config attribute missing vs tied-weights key handling; unrelated." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leaks in training and an unrelated unemployment issue are not duplicates." + "reason": "VRAM leak vs placeholder issue; unrelated." }, { - "left": "issue:43066", + "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder type in v5 and an unrelated unemployment issue are not the same bug." + "reason": "Import-star cleanup vs placeholder issue; unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in a config and tied-weight-key crashes affect different subsystems." + "reason": "Missing pad_token_idx in a config vs tied-weights key crash; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer v5 decoder-type bug vs placeholder issue; unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "A slow checkpoint load and an import error for layer_type_validation are unrelated." + "reason": "Slow checkpoint loading vs an import error in configuration_utils; different defects." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer implementation issues are unrelated to the unemployment placeholder issue." + "reason": "DSA indexer bug vs placeholder issue; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for a model family and missing save_pretrained files are different topics." + "reason": "FP8 model support request vs processor.save_pretrained file omission; unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs and slow checkpoint loading are unrelated." + "reason": "MLflow reporting on failed training jobs vs slow from_pretrained checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bugs are different failures." + "reason": "Checkpoint loading performance vs tensor-parallel training bug; unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint-loading performance and forward-API documentation confusion are not the same issue." + "reason": "Slow loading vs documentation confusion; different kinds of issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support work and a Qwen3.5 MoE from_pretrained error are distinct tasks." + "reason": "FP8 support request vs a Qwen3.5 MoE loading regression; not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading is not the same as a tokenizer-loading regression." + "reason": "Slow checkpoint loading vs tokenizer loading regression; different symptoms and likely different fixes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are different feature gaps." + "reason": "Continuous batching audio-model support vs FP8 inference support; unrelated." } ] }, @@ -14595,12 +14654,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "b5fea8e9a0d6664c58b60317903a64d8a05aeae154b894602d0b8a793b2a723b", + "prepared_review_unit_hash": "65fba15f8445349534702d92ac64990a4c1dcee2aa8b0752196446d58fe5d48b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14608,7 +14667,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14617,18 +14676,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They target different feature areas and underlying code paths.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are both community-contribution feature requests in the same general area, but they target different capabilities: Flash Attention 2 support vs GGUF support. They do not look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 26350 is the better canonical issue only if the cluster is meant to represent Flash Attention 2 architecture support requests, because it is the more specific and earlier request. But it is not a canonical representative for the GGUF request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a global best representative of the other; they request different features. If forced to choose a single issue for the cluster, 26350 is slightly more specific and established, but the two should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different enhancement requests (Flash Attention 2 vs GGUF support) with no shared underlying bug or change." + "reason": "Different feature requests: Flash Attention 2 support for more architectures versus GGUF support for more architectures. Same broad subsystem, but not the same underlying bug or change." } ] }, @@ -14665,7 +14724,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "8476dcdfa0ed61b3f136c2774154fe309c9b9308b91d0bf003a7e86c95c71be4", + "prepared_review_unit_hash": "89b811526feaa1e170b4ad18cf1b70b9a0c833b8c97eed4ee16b27e565b0275d", "component_budget": { "node_count": 4, "item_count": 4, @@ -14687,48 +14746,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all docs-translation issues, but they are not the same underlying request: one is a concrete Turkish translation issue, while the others are generic template-style placeholders for arbitrary languages. The similarity is mostly boilerplate, so I would not merge them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #27088 is the only concrete, language-specific request ([i18n-TR] Turkish). The others are generic placeholders and do not describe the same exact translation target.", + "summary": "These look like separate i18n translation-request issues rather than duplicates; only #27088 is concrete about Turkish, while the others are generic template instances.", + "confidence": 0.89, + "canonical_issue_reason": "#27088 is the most specific and actionable issue because it names a concrete target language (Turkish) instead of a placeholder template.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the most actionable representative of the cluster because it names a specific language and a specific docs translation task, unlike the templated generic entries.", + "best_issue_reason": "#27088 is the best representative issue in this cluster due to its specificity and clearer scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad docs-translation theme, but one is Turkish-specific and the other is a generic language placeholder; not the same underlying issue." + "reason": "Both are about docs translation, but one is concrete Turkish and the other is a generic placeholder; they are not clearly the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The titles/body structure match only as a template; the actual target language differs, so this is not a duplicate." + "reason": "The shared template suggests similar category, but the language target is not the same concrete issue, so this is not a duplicate." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "A concrete Turkish translation request is not the same as a generic placeholder issue for an unspecified language." + "reason": "Generic translation template versus a specific Turkish request; no evidence they describe the same change." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are template-like translation requests, but they are placeholders rather than the same concrete translation task." + "reason": "These are template-like translation issues with no concrete language match shown, so they should not be merged as duplicates." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "High textual similarity comes from shared boilerplate, not from the same underlying language-specific request." + "reason": "Same template text alone is insufficient; they could refer to different languages and therefore different requests." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "These are nearly identical templates, but without a shared concrete target language they should not be treated as duplicates of the same issue." + "reason": "Both are placeholder translation requests, but there is no concrete evidence they refer to the same language or same underlying task." } ] }, @@ -14797,12 +14856,12 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "7d57b4f4777b51a6759b26c325bce7dc0b49113a630a4287cefbea30fa11818c", + "prepared_review_unit_hash": "8435e75656feb7c954bc1806a8a411222bc132c7fa0e47c0dd948b4e145f7e07", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17650, + "serialized_chars": 17652, "estimated_input_tokens": 4413, "estimated_eval_tokens": 9082 }, @@ -14810,7 +14869,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17650, + "serialized_chars": 17652, "estimated_input_tokens": 4413, "estimated_eval_tokens": 9082 }, @@ -14819,120 +14878,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly one-off model addition requests across different model families and modalities. They are loosely similar at the \u201cadd a model/config support\u201d level, but not duplicates of the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:37015 ('Add NeoBERT') is a clear, generic model-add request and sits near the center of the similarity set, but it is still distinct from the other model-specific requests.", + "summary": "These are mostly separate model-request issues across different architectures and modalities. They share a generic \"add support\" theme, but not the same underlying change, so no soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 37015 is the best representative of the cluster: it is a typical, active model-add request and the set has no clear true duplicate to collapse into a single canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 is the best representative issue for this cluster because it is open, straightforward, and broadly matches the repeated pattern of requesting new model support without being tied to a narrow edge case.", + "best_issue_reason": "37015 is the strongest overall representative by discussion activity and because it matches the common pattern in this cluster: a concrete request to add a model to the library.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests ('EuroBert' vs 'DEIMv2'); same broad category, but not the same underlying change." + "reason": "Different requested models (EuroBert vs DEIMv2); same broad \"add model\" theme only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "'EuroBert' config support is unrelated to Qwen3-TTS support; different model and modality." + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "'NeoBERT' vs 'Qwen3-ASR' are different model families and different tasks." + "reason": "NeoBERT and Qwen3-ASR are different model families and different tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "A NeoBERT addition is not the same change as adding OpenAI weight-sparse transformer support." + "reason": "NeoBERT and the weight-sparse transformer request are distinct architectures and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "'NeoBERT' and 'LFM2.5 Audio 1.5B' are different model requests, with no shared code-path problem." + "reason": "NeoBERT and LFM2.5 Audio target different model types and implementations." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "'NeoBERT' and 'ModernVBERT' are different model additions; similarity is only at the generic config-support level." + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same bug/change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "'NeoBERT' is unrelated to 'Voxtral-4B-TTS-2603'; different model and audio/TTS path." + "reason": "NeoBERT and Voxtral TTS are different models with different support requirements." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." + "reason": "MiniCPM3 and Qwen3-ASR are unrelated model additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support is not the same as weight-sparse transformer support." + "reason": "MiniCPM3 support and the weight-sparse transformer request do not describe the same concrete change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "'MiniCPM3' and 'ModernVBERT' are distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are different model architectures." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are unrelated requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "'DEIMv2' and 'Qwen3-TTS' are different model additions and likely different code paths." + "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT model support is separate from Qwen3-ASR support." + "reason": "ModernVBERT models and Qwen3-ASR are not the same underlying support request." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different models/tasks; no same underlying bug." + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "'ModernVBERT models' and 'BERT-like models with RoPE' overlap conceptually, but they are not the same concrete change." + "reason": "ModernVBERT and the generic BERT-like/RoPE request overlap loosely in domain, but they are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic RoPE request for BERT-like models is not the same as adding Voxtral TTS support." + "reason": "A generic BERT-like RoPE request and Voxtral TTS support are not the same model or implementation path." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name, but they are different modalities and separate support requests." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modality-specific features." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related, but TTS support for Qwen3 and Voxtral TTS are distinct model integrations." + "reason": "Different TTS models; no evidence they are the same support change." }, { "left": "issue:43671", @@ -14944,55 +15003,55 @@ "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer architecture." + "reason": "A TTS support request and a sparse transformer architecture request are not duplicates." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE encoder support are different model changes." + "reason": "Qwen3-ASR and EUPE are unrelated additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio support are related only by being audio models, not the same change." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not one concrete fix." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio support and SAM3-LiteText are different model families." + "reason": "Audio model support and SAM3-LiteText are different model types with different code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests, not duplicates." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE encoder support target different architectures." + "reason": "Weight-sparse transformer support and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support is unrelated to adding OpenAI weight-sparse transformer support." + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different audio model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different task/model combinations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." } ] }, @@ -15033,82 +15092,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "73bf6ad4adb85a211f3e1ccc2beab8fe300da25fd0bb9687de6ece9ee1b13d87", + "prepared_review_unit_hash": "83ce738025620504797af04b706c29b3de06d1c1ea0542e268a6ef2d4291fbc9", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is only loosely similar on wording, but the issues describe unrelated bugs across different models/configs/utilities. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.18, - "canonical_issue_reason": "issue:44031 is the most concrete and broadly actionable bug report in the set, with the most discussion and a clear regression-style description.", + "summary": "The cluster is a loose collection of unrelated closed issues across models, configs, loss plumbing, and tokenizer warnings. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target because the items describe different bugs in different components rather than one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44031 is the best representative issue because it is specific, reproducible in intent, and not just a typo or type-hint cleanup.", + "best_issue_reason": "issue:44031 is the strongest standalone issue in the set: it has the most discussion activity and describes a concrete, user-visible regression with a specific version trigger.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "One is about Llama4TextL2Norm possibly using RMS norm, the other is a ModernBERTConfig type-hint problem; different code paths and bug types." + "reason": "One is about Llama4TextL2Norm possibly implementing RMSNorm; the other is a ModernBERTConfig type-hint problem. Different models and different failure modes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value not being used is unrelated to kwargs not being forwarded to a loss function; only broad training-loss context overlaps." + "reason": "Mask2Former ignore_value being unused is a model-loss configuration bug, while kwargs not being passed affects loss-function plumbing in general. Not the same concrete bug." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems with different failure modes." + "reason": "Mask2Former loss ignore_value and tokenizer regex warning regression are unrelated subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing ignore_value usage in Mask2Former is not the same as a typo in a quantization attribute name." + "reason": "A missing ignore_value usage in Mask2Former is unrelated to a typo in a quantization operation name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss behavior and a ModernBERT config type annotation issue are unrelated." + "reason": "These concern different models and different kinds of issues: ignored loss parameter vs incorrect config type annotation." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss calculation is a runtime behavior bug; incorrect norm_eps typing is a config typing issue." + "reason": "Loss kwargs forwarding and ModernBERTConfig type hints do not describe the same bug or fix path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig norm_eps typing and tokenizer regex warnings are unrelated concerns." + "reason": "Incorrect norm_eps type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are separate small issues in different areas: config typing versus a string typo in quantization code." + "reason": "A config type-hint issue and a typo in quantization_operation are different code paths and fixes." } ] }, @@ -15138,7 +15197,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6713cdc4c094c1720e2741cce0d098f986096d7a6ae74c24a8a80db4dfc521ab", + "prepared_review_unit_hash": "36f56e65eef3ba129411d2ddad4b7a8cb299bf350c1aaa08ce1bd755a2e88d06", "component_budget": { "node_count": 2, "item_count": 2, @@ -15160,18 +15219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding behavior, while the other is a feature/support request for DeepSeek v3.2. They do not describe the same underlying bug or change.", + "summary": "The two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 model support. They only share weak textual similarity.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one had to be kept as the more actionable standalone item, #43037 is clearer and more specific; however, these issues should not be clustered as duplicates.", + "best_issue_reason": "43037 is the more specific and actionable issue title; 41084 is broader and appears unrelated to it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and implied scopes are unrelated: block decoding is an implementation/behavior topic, while DeepSeek v3.2 support is a model compatibility feature request. They do not appear to be the same bug or change." + "reason": "Different underlying topics and code paths: block decoding vs model support. The similarity is only superficial." } ] }, @@ -15201,12 +15260,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6c1ea85627d6344b0ff1098379f46bf8680483470be4944f3bb9938bd2993306", + "prepared_review_unit_hash": "a5dd25a823e112c738c606ddb1193508254c89eb821b2d014ed2496a667b9718", "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 }, @@ -15214,7 +15273,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15223,18 +15282,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level: both mention custom trainers and Trainer behavior, but they target different problems. One is about `remove_unused_column` configurability, the other about FLOPS estimation for custom trainers.", + "summary": "The two issues are both about Trainer customization, but they target different behaviors: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug or change.", "confidence": 0.94, - "canonical_issue_reason": "Issue #43598 is the better anchor because it is the more general Trainer-customizability concern and is phrased as a behavior change rather than a narrow metric-specific fix.", + "canonical_issue_reason": "No clear canonical issue: the topics are related but distinct, with different user-facing behavior and different likely code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best standalone issue to keep for this cluster because it captures the broader custom-trainer customization theme more cleanly than the FLOPS-specific report.", + "best_issue_reason": "Neither issue is a strong global representative of the other since they address separate Trainer concerns rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Do not treat as duplicates: they share the same Trainer/custom-trainer context, but one concerns `remove_unused_column` behavior and the other concerns FLOPS counting. Different underlying bugs, different code paths, and not a single merged fix." + "reason": "Reject: both mention custom trainers, but one concerns unused-column removal and the other concerns FLOPS estimation; these are separate problems and would not be merged as one fix." } ] }, @@ -15264,7 +15323,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ff52469a3c880ce0a151dbbe97de0e742168deae07d23d198aa63ed0591c0ab9", + "prepared_review_unit_hash": "02fbdd5e5cba129baa67486036c14d08e05084365a522d7633107b5bff76228c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15286,18 +15345,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different model families and different AutoModel entry points, so they are not duplicates.", + "summary": "These issues are related only at a very high level: both ask for Qwen model support, but they target different model families and different auto classes/tasks, so they are not duplicates.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: one request is for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other is for AutoModelForSequenceClassification support for Qwen3.5.", + "canonical_issue_reason": "No single canonical issue: #43684 is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, while #44405 is about AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader, more central model-registration request, but it should not be treated as a duplicate of 44405.", + "best_issue_reason": "#43684 is broader and more representative of a registration gap, but it should not subsume #44405 because the requested task and config are different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto registration vs Qwen3.5 sequence classification support. They target different models and auto classes, so they should not be merged as duplicates." + "reason": "Different underlying changes: one is model registration for Qwen3-Omni generative auto classes, the other is sequence-classification support for Qwen3.5/Qwen3_5Config. Same broad theme, but not the same bug or fix." } ] }, @@ -15334,12 +15393,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "be4346cea43a9ab2f8f119c822518ec9aff176f0c9f700001d6e20a054c2a4b6", + "prepared_review_unit_hash": "17a8216cf0d0005bcbed37b49031f0f9dcfa1f5d42ad052c0592dfc5e8a169f5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15347,7 +15406,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15356,58 +15415,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal noise: three near-identical closed issues titled \"huggingface \" and one unrelated issue titled \"Fett\". The three huggingface issues look similar or likely related, but the packet only provides soft similarity evidence, so I would not confirm them as duplicates; \"Fett\" is unrelated.", - "confidence": 0.78, - "canonical_issue_reason": "43845 is the earliest of the repeated \"huggingface \" issues and is a reasonable representative for the similar low-signal reports, though the evidence is not strong enough to confirm exact duplication.", + "summary": "The three issues titled \"huggingface \" look like duplicates of the same report; the \"Fett\" issue appears unrelated. I would cluster the huggingface issues together and keep issue 43845 as the representative.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is a good representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue representative because it is the earliest of the three nearly identical \"huggingface \" reports and has no distinguishing evidence against it.", + "best_issue_reason": "Issue 43845 is the best global issue candidate because it is one of the duplicate huggingface reports and is the earliest among them; the other issue title \"Fett\" is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting body content or shared targets; only weak similarity is present." + "reason": "Different titles and no evidence they describe the same bug or request; \"Fett\" does not match the huggingface reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting body content or shared targets; not enough evidence for the same underlying issue." + "reason": "Different titles and no shared concrete problem description; this looks unrelated to the huggingface issues." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" issues and lacks evidence of the same underlying problem." + "reason": "Different titles and no indication of the same underlying issue; reject as unrelated." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles are the same, but the packet only shows soft similarity with no deterministic acceptance or concrete shared evidence, so this is not enough to confirm a duplicate." + "accept": true, + "reason": "Same title \"huggingface \" and highly similar low-information reports; they plausibly refer to the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "They look similar at a very high level, but there is no concrete evidence that they describe the same issue, so the edge should not be accepted." + "accept": true, + "reason": "Same title \"huggingface \" and similar sparse reports; this is likely the same duplicate issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Only soft similarity is present; that is insufficient to treat these as the same issue." + "accept": true, + "reason": "Same title and no distinguishing details; these look like duplicates of the same huggingface report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge handling is too strong. In the packet, every pair has only `soft_similarity`, and `deterministic_accept` is false for all of them. That makes the statements that 43845/43846/43859 are duplicates too confident. It is fine to say the three `huggingface ` issues are similar or likely related, but not enough evidence is shown to accept those edges as same-issue duplicates. The `Fett` issue being unrelated is reasonable." + "accept": true, + "feedback": "The clustering is grounded in the packet: issue 43835 has a different title (\u201cFett\u201d) and no concrete linkage to the three \u201chuggingface \u201d issues, while 43845/43846/43859 share the same title and are reasonably treated as a duplicate cluster. The choice of 43845 as representative is also conservative and supported by the earliest created_at among that group." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15441,88 +15500,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b7defc7b9b413d1537f8cfcc020d2889c8eb923f17c28a08bd665def2d3050eb", + "prepared_review_unit_hash": "ac6d4023436f2e7b4c8a6d790faa113b8fa49bfa9c0e0aaa836759f3729b7690", "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": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated low-information spam issues; there is no real duplicate cluster. The only reasonable grouping signal is superficial title similarity, not shared bug content.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44371 is the earliest generic \"\" report and is as representative as any other for the spam-only subset.", + "summary": "These look like unrelated low-signal/spam issues rather than duplicates. One item is a generic documentation request, while the others are spammy or promotional titles with no concrete shared bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44418 is the only non-spam-like, plausibly legitimate request in the set, so it is the best available anchor even though the cluster overall is weak.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the least-specific, earliest item and best fits as a placeholder representative for this noisy cluster, though it is not a true duplicate canonical.", + "best_issue_reason": "issue:44418 is the most suitable representative because it is the only item with a conventional issue title; the others are clearly spam/promotional or empty.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-labeled, but there is no shared underlying problem or concrete issue description to indicate the same bug/change." + "reason": "Both are titled \"\" and there is no evidence they describe the same underlying problem beyond being spam." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: identical-looking spam titles do not establish a duplicate underlying issue." + "reason": "Both are titled \"\" with no body detail; this is not enough to treat them as the same issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is generic spam and the other is a documentation enhancement suggestion; they are clearly different in intent and content." + "reason": "Spam title versus a generic documentation suggestion; no shared concrete bug, feature, or target." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam vs a named quote-like title; no evidence they describe the same problem." + "reason": "Spam title versus promotional \"Check out 'Google LLC'\"; clearly unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion and spam are not the same underlying issue." + "reason": "Generic documentation enhancement versus spam; no same underlying change or bug." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion and spam are unrelated despite superficial low-information similarity." + "reason": "Generic documentation enhancement versus spam; no evidence of duplication." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are titled \"\", but that is only a spam pattern; no concrete shared bug/change is visible." + "reason": "Both are spam titles, but there is no concrete issue text showing they are the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs a specific named title; no shared issue substance." + "reason": "Spam versus promotional title; unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific named title are not enough to treat these as duplicates." + "reason": "Spam versus promotional title; unrelated." } ] }, @@ -15552,12 +15611,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "5630e0b17106fee10a55a0f7e1dc2949c15354aef95e66e0c0911b79030c4a30", + "prepared_review_unit_hash": "6ebd917169c87d3de0cebc41a1b7f28bc53b05b3fd31a76ee12626be5edb920a", "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 }, @@ -15565,7 +15624,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15574,28 +15633,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively duplicates: they have the same title, near-identical body size, and no distinguishing metadata beyond one having an inbound reference. Issue #45145 is the better canonical candidate.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the stronger canonical issue because it has an inbound reference, suggesting other discussion already points to it.", + "summary": "#45145 and #45151 look highly similar and may be the same report, but the packet only shows title/body-length similarity plus a soft-similarity signal. There isn\u2019t enough direct evidence here to confidently mark them as duplicates, so this should be treated as a likely related / possible duplicate pair rather than a confirmed one. #45145 is still the better canonical candidate because it has an inbound reference.", + "confidence": 0.69, + "canonical_issue_reason": "#45145 is the better canonical candidate if these turn out to be duplicates because it already has an inbound reference, but the evidence available here is only weak-to-moderate similarity rather than a confirmed duplicate link.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 best represents the cluster since it appears to be the referenced/central copy of the duplicated report.", + "best_issue_reason": "#45145 is the best issue to keep as the canonical thread for now because it has slightly more visibility via an inbound reference, though the duplication claim is only provisional.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and highly similar content; no evidence they describe different underlying problems." + "accept": false, + "reason": "The titles are identical and the body lengths are close, but the packet does not provide the actual bodies or any explicit linkage, so this is not enough to confidently confirm the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, very similar body lengths, and no file/target links. The inbound reference on #45145 is a reasonable basis for treating it as the canonical copy. The duplicate verdict is appropriately conservative for a soft-similarity pair." + "accept": false, + "feedback": "The summary overstates the evidence. The packet only shows strong title similarity, similar body length, and a soft-similarity signal; it does not provide the actual bodies or any explicit linkage confirming duplication. Since the pair\u2019s deterministic verdict is false, marking the issue pair as accepted/duplicate is too strong. The canonical choice of #45145 is plausible because it has an inbound reference, but the confidence and duplicate claim should be toned down to something more conservative like \u2018likely related/possible duplicate.\u2019" }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15672,40 +15731,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "37bf3d74887375b3ef196de2e72d8fd7f6bdcc56ec0af2a0374a5c84b5501db6", + "prepared_review_unit_hash": "a336c419d30b9bd852e12e00cf1b7bab6e3b7d03203821ef6ed200de7aa47f78", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both 4-bit inference issues, but they describe different failure modes and likely different code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` removes the default `lm_head` exclusion and triggers an AssertionError. I would not deduplicate them.", - "confidence": 0.96, - "canonical_issue_reason": "None \u2014 the two issues do not appear to be the same underlying bug.", + "summary": "These are two different 4-bit inference bugs: one is Gemma4 audio-module dtype handling with uint8 weights and `torch.finfo()`, the other is `BitsAndBytesConfig.llm_int8_skip_modules` unintentionally removing the default `lm_head` exclusion and triggering an `AssertionError`.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better representative because it describes a clearer, more general BitsAndBytesConfig regression affecting 4-bit inference.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different bugs: 45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion regression causing an AssertionError in 4-bit inference. Shared quantized inference context is too broad to merge." + "reason": "Different underlying code paths and failure modes: dtype/math handling in Gemma4 audio modules versus configuration logic for module skipping in BitsAndBytes. They are not the same bug and should not be merged." } ] }, @@ -15735,40 +15794,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "45797cdc7e1dca785be5e88e9c0551fd59918545ff104d9c0ed22294787222ed", + "prepared_review_unit_hash": "b060f37cf83d61d8baf7a394652e5b28bced900fb14661d662e31793ffd05a28", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues do not look like duplicates of a software problem; they appear to be unrelated name/date placeholders with no substantive issue content.", - "confidence": 0.97, + "summary": "The two issues are title-only entries about different named individuals with different dates, and there is no substantive evidence they describe the same underlying problem.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical representative, but if forced, issue 45762 is slightly earlier and equally sparse; however, there is no meaningful bug/report content to canonicalize.", + "best_issue_reason": "Neither issue is a good canonical representative: both are closed, bodyless, and appear to be unrelated personal-name entries rather than duplicate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different personal-name titles with different dates and no body or shared problem description; not the same underlying issue." + "reason": "Different names and dates with no body, links, or shared technical context; they do not look like the same underlying issue." } ] }, @@ -15798,7 +15857,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "0d42dd80081cf6f91ed964b5146cded90f5a5a33a687c3d0203f68f72876e131", + "prepared_review_unit_hash": "d358283d1bfa5c844cbdf51a537ccb8b1a086761fe166e5dbc4dd530c3abe8e9", "component_budget": { "node_count": 2, "item_count": 2, @@ -15820,18 +15879,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closed issues with unrelated, low-information personal-name/date titles and no shared content, targets, or filenames. They do not look like duplicates or the same underlying report.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two closed issues do not appear to describe the same bug or change; they look like unrelated name/date entries with no technical content to deduplicate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45764 is only marginally preferable as the anchor because it was created slightly earlier, but neither issue is a credible canonical since both titles are just standalone name/date strings with no shared problem description.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good representative for the cluster; there is no body, discussion, or technical context suggesting a real report to canonicalize.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different people and different dates, with no body text, targets, filenames, or other evidence of a shared bug or request. This does not appear to be the same issue." + "reason": "Reject: the titles are unrelated personal-name/date strings and there is no evidence they describe the same underlying issue." } ] }, @@ -15871,8 +15930,8 @@ ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", @@ -15890,160 +15949,154 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "3460822e8fd9721d900972f61ee57dfb39a73e56ed8b9e8a72ad255bfb3f8101", + "prepared_review_unit_hash": "36f6934f01baf6d8bde55f1db2a2cfa90ede3f4d88fe74340fec552a8f8ffbab", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35200, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "serialized_chars": 35203, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35200, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "serialized_chars": 35203, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated pull requests. The only likely duplicate/change overlap is the pair of PRs fixing `fixed_cross_entropy` (`43251` and `43254`), which address the same underlying loss-function kwargs gap; the rest appear to be separate model/docs/test work.", - "confidence": 0.88, + "summary": "This cluster is mostly unrelated PRs that only share broad repository similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches for issue 43240; the rest are distinct model additions, docs, or refactors.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative for the cross-entropy kwargs fix: it directly targets issue 43240 and provides the more explicit implementation. PR 43254 is a narrower alternate patch for the same bug.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicated change in the cluster: it directly fixes issue 43240 in `fixed_cross_entropy`, and its implementation already covers the kwargs supported by `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global representative because it has an explicit issue link and the clearest statement of the intended behavior change in `fixed_cross_entropy`.", + "best_pr_reason": "PR 43251 is the best canonical PR because it is issue-linked, narrowly scoped, and most directly expresses the underlying fix; PR 43254 is effectively the same change with a slightly different presentation.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: one adds VideoPrism, the other adds an Executorch dynamic-shape test." + "reason": "Videoprism model addition vs executorch dynamic-shape test; unrelated changes." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Different areas: Mistral tokenizer method additions vs adding a new MobileLLM model." + "reason": "Tokenizer method additions vs executorch export test; no shared bug or code path." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API patch vs Executorch test; no shared code-path bug." + "reason": "Mistral tokenizer helpers vs adding MobileLLM; different models and purposes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes are unrelated to adding MobileLLM." + "reason": "Processor robustness refactor vs adding MobileLLM; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs new MobileLLM model addition." + "reason": "Cross-entropy kwargs fix vs new model implementation; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy helper fix and Mistral4 test/model work are different changes." + "reason": "Loss utility fix vs Mistral4 test/model changes; different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 fixes." + "reason": "Executorch test coverage vs Mistral4 test/model fixes; only generic testing similarity." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts and code paths: export test vs new model implementation." + "reason": "Executorch export tests vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing config resolution order are unrelated." + "reason": "New model addition vs config resolution ordering fix; no shared concrete bug." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; not the same bug/change." + "reason": "MobileLLM addition vs Falcon output-interface refactor; different subsystems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs model-creation skill/docs; documentation/tooling, not same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs for audio/video processors; only broad docs similarity." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill docs are unrelated." + "reason": "Falcon refactor vs model-creation skill/docs; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different model families and different changes; no same underlying issue." + "reason": "Falcon output-collection refactor vs Mistral4 test/model fixes; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like `layrnorm` rename mapping are unrelated." + "reason": "Mistral4 tests/model changes vs CLIP-like layernorm rename cleanup; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test/model changes do not match docs for audio/video processors." + "reason": "Mistral4 fixes vs docs for audio/video processors; no shared underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs config-resolution order fix are separate issues." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Model fixes vs a skill/documentation PR are not the same code-path change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New model implementation and model-creation skill docs are not duplicates." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45795", - "accept": false, - "reason": "MobileLLM model addition and docs for audio/video processors are unrelated." + "reason": "Mistral4 fixes vs `cls.config` resolution order fix; unrelated implementation areas." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model changes vs model-creation skill docs are unrelated." + "reason": "Mistral4 fixes vs model-creation skill/docs; different scope." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same underlying `fixed_cross_entropy` kwargs support gap in `src/transformers/loss/loss_utils.py`, and they could plausibly be merged into one patch." + "reason": "Both patch the same `fixed_cross_entropy` code path for issue 43240 and would plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, PR 43251 and PR 43254, clearly targets the same `fixed_cross_entropy` kwargs issue in the same file and could plausibly be merged into one bugfix PR. The other pairwise rejections are supported by the diffs and do not overstate relatedness." + "feedback": "The analysis is conservative and grounded in the packet. The only accepted pair, 43251/43254, is clearly the same `fixed_cross_entropy` bugfix in the same file for the same issue target and could plausibly be merged into one PR. The remaining soft pairs are appropriately rejected as broad similarity rather than shared bugfix or mergeable duplicate changes." }, "evaluator_used": true, "retried": false, @@ -16070,7 +16123,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "e9931d629496dfe3663839c7b619327c155122eac0533f0fa8eeec1dd59cbdfe", + "prepared_review_unit_hash": "496d198fd8e55089431df5366c84948ad129888071b2fb776086ac134feb7386", "component_budget": { "node_count": 2, "item_count": 2, @@ -16092,18 +16145,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs, but they target different scopes: the first implements VibeVoice, while the second adds VibeVoice Realtime plus an acoustic tokenizer. They share substantial model scaffolding, but not the same concrete change set, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are related VibeVoice PRs, but they are not the same change: one is the base VibeVoice implementation, the other adds a separate realtime variant with additional tokenizer/feature/generation work. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42781 is the broader and newer VibeVoice effort, adding the realtime path and acoustic tokenizer on top of the base model work, so it is the better representative of this cluster.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the original, broader VibeVoice implementation and appears more mature (non-draft, much higher review activity).", "best_issue_reason": null, - "best_pr_reason": "PR #42781 is the strongest cluster representative because it covers the expanded VibeVoice feature set and supersets much of the base integration work.", + "best_pr_reason": "PR #40546 is the best overall PR to represent the cluster since it establishes the core model integration; #42781 is a follow-on realtime extension rather than the same concrete change.", "soft_edge_verdicts": [ { - "left": "Implement VibeVoice", - "right": "Add VibeVoice Realtime", + "left": "pull_request:40546", + "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames show the same VibeVoice scaffolding, but the PRs implement different scopes: base VibeVoice integration versus a realtime variant with an acoustic tokenizer. That is related work, not the same underlying change." + "reason": "Do not merge: both are in the same VibeVoice area, but #40546 implements the base model while #42781 is a draft for VibeVoice Realtime with extra acoustic tokenizer and generation changes. They touch overlapping files, but they are not the same underlying bug or feature and would not plausibly be one PR." } ] }, @@ -16133,12 +16186,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "15c624f9e2f9edc0a7e510d30a0ec401bb75d413813b7a28239299498a83bce4", + "prepared_review_unit_hash": "a53f7de13e647e0aac5e405bd150be0a917d8410c457133530b34b29040e90b7", "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 }, @@ -16146,7 +16199,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16155,8 +16208,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not appear to be duplicate changes or the same underlying bug fix.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same underlying change and should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16166,7 +16219,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these target different model families, different user-facing features, and different code paths; they are not plausibly mergeable into one PR as the same change." + "reason": "Different models, different code paths, and different user-facing features; they are not the same bug or change and could not be merged into one PR." } ] }, @@ -16261,12 +16314,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "352464f829c5c7682c8fa58b9f4172bea57022050fe283ab00c256a47dbd8a6e", + "prepared_review_unit_hash": "9cbc7197164be5125ef4c5d5474a90d9b8a13aa11f6c7ec7d9a0f87366aa9f78", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10428, + "serialized_chars": 10427, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16274,7 +16327,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10428, + "serialized_chars": 10427, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16283,24 +16336,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition PRs with similar scaffolding, not duplicates of the same change. The shared files are mostly registry/docs boilerplate; the actual model code, processors, and tests target different models.", - "confidence": 0.97, + "summary": "These are three separate new-model addition PRs. They share common Transformers boilerplate (docs, auto mappings, model registration), but each targets a different model family and code path, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is not a duplicate set. Each PR adds a different model (DeepSeek OCR, Isaac, Kimi2-6) with distinct code paths and tests, so none should represent the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication. If forced to pick a representative, it would still be arbitrary because the PRs are semantically unrelated beyond shared template files.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations: DeepSeek OCR vs Isaac. Shared auto-registry/docs files are boilerplate and do not indicate the same underlying change." + "reason": "Different model families and implementations (DeepSeek OCR vs Isaac); overlap is limited to standard model-registration/docs boilerplate." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. They share only generic framework wiring, not the same concrete bug or feature." + "reason": "Different additions (Isaac vs Kimi2-6) with different model-specific files and tests; similarity is only in shared integration scaffolding." } ] }, @@ -16330,12 +16383,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7451ae42f4d3255edfe904ba4c5c295f0af070ac527a0ba41c359339ef94e59d", + "prepared_review_unit_hash": "bfe1ef52932bdfadbc58ede293c19d08192c4ea7af1681546f38ad3100c69513", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16343,7 +16396,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16352,18 +16405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflows, but they target different action families and different upgrade reasons, so they look related rather than duplicates.", - "confidence": 0.78, + "summary": "These are two separate maintenance PRs touching overlapping GitHub workflow files, but they upgrade different actions and address different dependency bumps, so they should not be clustered as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative: it has the clearer, more specific goal (Node 24 compatibility) and updates core workflow actions across many files.", + "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-runtime compatibility upgrade: it updates multiple GitHub actions to Node 24-compatible versions across many workflows. PR 42976 is a narrower Docker action version bump set and does not cover the same change set.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster because its scope is broader and more clearly framed than PR 42976, which is mainly a docker/build-push-action version bump.", + "best_pr_reason": "PR 42975 is the better cluster representative because it is the larger, more comprehensive GitHub Actions compatibility update and better matches the overall maintenance theme of the shared workflow files.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different concrete actions and do not appear to fix the same underlying bug or be safely mergeable into one PR." + "reason": "Reject: both are workflow maintenance PRs, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 bumps docker/build-push-action and a few related workflow actions. They touch some of the same files, but not the same underlying bug or change." } ] }, @@ -16400,12 +16453,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "ee02c42ce084d67ffc982db7f8b8ef6d7313d26326dc6c750bfaa94308aaa48a", + "prepared_review_unit_hash": "3c1c824e4d3481e33d4e3fd62665b51287688afd0e382d1c94e4e4dee835e4e4", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14078, + "serialized_chars": 14079, "estimated_input_tokens": 3520, "estimated_eval_tokens": 7296 }, @@ -16413,7 +16466,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14078, + "serialized_chars": 14079, "estimated_input_tokens": 3520, "estimated_eval_tokens": 7296 }, @@ -16422,48 +16475,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: they are separate model-addition changes for ViT NEPA, Molmo, Molmo2, and CTSM. They share standard Transformers scaffolding (docs, auto-mapping, tests), but each targets a different model and code path, so this is not a duplicate cluster.", - "confidence": 0.98, + "summary": "All four PRs are separate model-addition efforts. They share generic Transformers scaffolding (docs, auto mappings, tests), but each targets a different architecture and code path, so none should be deduplicated together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative is needed, #43451 is the strongest anchor because it is the most extensive and heavily reviewed PR, but it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: these are distinct model additions (ViT NEPA, Molmo, Molmo2, CTSM) with different implementations and filenames, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "#43451 is the best cluster representative by scope and review activity, but only as an exemplar of a model-addition PR; it should not be treated as the same change as the others.", + "best_pr_reason": "No single PR is a better duplicate representative; all four are separate feature PRs rather than near-duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto-mapping/docs/test scaffolding is not enough to treat them as the same fix or merge into one PR." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic and do not indicate the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct models with different configs, processors, and implementation files; they do not address the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo2) with different model, processor, and conversion files; not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and code paths (ViT NEPA vs CTSM); only generic repository integration files overlap." + "reason": "ViT NEPA and CTSM are unrelated model integrations; overlapping docs/auto files are incidental scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but these are separate model introductions with different model/processing stacks and cannot be merged as one duplicate PR." + "reason": "Molmo and Molmo2 are separate model families with different implementation and processing stacks, so they are not duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlapping docs/auto-registry changes are incidental." + "reason": "Molmo and CTSM target different models and codepaths; similarity is limited to shared registration/documentation changes." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct features touching different model implementations; they are not the same bug or change." + "reason": "Molmo2 and CTSM are distinct model additions with different modules and tests; not mergeable as one PR." } ] }, @@ -16496,52 +16549,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "63cf15d43b6a40f0f894f6c482c8f3ebb559a5b542a8e18246eeb833479af5af", + "prepared_review_unit_hash": "90ca72f5dd0a336e9de1b2ca1c6c61ce3fc8aaa1d4f3ff8fba117e8bc17b7e87", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests do not look like duplicates of one another: one is a Whisper tokenizer/test fix, one is a clearly broken test-only change, and one is a separate FP8 dequantization fix. The only similarity is superficial model/test overlap.", + "summary": "These PRs are not duplicates: one fixes Whisper tokenization behavior, one changes unrelated CLIP/ViT tests, and one fixes FP8/dequant loading logic. The only common signal is generic \"fix\" wording.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the best representative of the set because it is the most coherent, substantive bug fix with a clear code-path change and accompanying tests; the other two are either unrelated or test-only noise.", + "canonical_pr_reason": "PR 44815 is the strongest standalone change: it contains substantive implementation work across loading and FP8 quantization code, plus a model-specific test, unlike the test-only or narrow Whisper PRs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the strongest standalone PR here: it targets a concrete dequantization/loading issue, spans the relevant implementation files, and looks like a real fix rather than a test tweak.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it is the most complete, code-path-level fix rather than a test tweak or a narrowly scoped tokenizer change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix vs unrelated CLIP/ViT test edits; no shared bug or code path." + "reason": "Different subsystems and failure modes: Whisper tokenizer decode logic versus CLIP/ViT test edits. No shared concrete bug or mergeable combined fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper batch/timestamp decoding bug is unrelated to FP8 dequantization/loading logic." + "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model loading. These do not look like the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only changes in vision models are not the same underlying problem as the FP8 dequantization fix." + "reason": "The CLIP/ViT PR is just test assertions in model tests, while the other changes FP8 dequant/loading internals. Not the same code-path problem." } ] }, @@ -16571,7 +16624,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "cee35efe8962a9e421767ef7de6d7e7683237372175210fec9d8d04674e9db79", + "prepared_review_unit_hash": "a5df7642c7aad0719f1c3e6b458ae8d24fee99f39e45b27a1059cfa29b339c3a", "component_budget": { "node_count": 2, "item_count": 2, @@ -16593,18 +16646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both intentionally non-mergeable test/demonstration changes, but they target different areas: one tweaks packaging/version metadata, while the other rewires CI/workflow and testing utilities. The shared Vit test file is incidental and not evidence of the same underlying fix.", - "confidence": 0.97, + "summary": "The two pull requests are not duplicates: they only overlap on one test file, while their actual changes target different areas (one is a repo-bot/setup tweak, the other is workflow/testing/notification changes).", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical PR here; if forced, 43532 is the more substantive and informative change set, but it is not the same fix as 43488.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "43532 is the better representative of the cluster because it has the broader, more detailed change set and clearer context; 43488 looks like a narrow bot-check/formatting PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Not the same concrete change: 43488 is about setup/version/dependency metadata, while 43532 changes GitHub workflows plus testing utilities. The overlap in a Vit test file is incidental, and these would not plausibly merge into one PR." + "reason": "Reject: shared evidence is only soft similarity and one common test file, but the diffs address different code paths and purposes. These would not plausibly be merged as one PR." } ] }, @@ -16634,12 +16687,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a464f95e8fd489e4706cb6d5b349e58d7fadb8470381c9de593504b69d86d3dd", + "prepared_review_unit_hash": "318ba506395ee91d22e9d1811b6ecce4c886b92ff844ba9e7cfaa744a929e4cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16647,7 +16700,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16656,18 +16709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They touch overlapping docs and registration files, but the model support, tests, and filenames show different concrete features, so they should not be deduplicated or merged as one change.", - "confidence": 0.97, + "summary": "Two closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and registration plumbing, but they target different pipelines/models and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate set: these are separate pipeline additions with different targets and code paths, not the same underlying change.", + "canonical_pr_reason": "No canonical PR for deduplication: these are separate feature additions with different task definitions and model support.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader representative of the cluster because it adds more model integrations and tests, but it is still not a duplicate of #43612.", + "best_pr_reason": "PR #43613 is the more comprehensive representative if one is needed, with broader model coverage and more integration/test surface, but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same broad theme and shared docs/registration updates, but they implement different pipelines with different task/model/test files and different concrete functionality." + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registration files are not enough to treat them as the same change." } ] }, @@ -16697,7 +16750,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "38e9015a7dbccab547382d5732f4cb6cbd9bc2f8520457364fdccbfda8199583", + "prepared_review_unit_hash": "5875e643e1d0f2220db75d6a57fa23f0798fe1c6997bb0c4131622650ae6f1f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16719,18 +16772,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both Trainer.py refactors, but they address different behaviors: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom trainers. They are not the same underlying fix, so the soft duplicate link should be rejected.", + "summary": "Two open PRs in trainer.py that both add customization hooks, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. Not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling in training_step, while 43663 adds a separate override hook for column filtering; they solve different problems.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a global duplicate representative. If forced to pick a cleaner standalone change, 43651 is slightly more self-contained, but the pair should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 changes loss normalization during training_step, while 43663 changes data-column filtering based on model signatures. Same file, but not the same bug or mergeable change set." + "reason": "Different extension points and code paths in Trainer: one controls GA loss normalization, the other controls dataset column filtering/signature inspection. Same file only, not the same concrete bug/change." } ] }, @@ -16762,55 +16815,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "73ed8cd93ea341612b011e0e4f2bdae8c54695002b624c56aadb19432c1ba459", + "prepared_review_unit_hash": "5e6961e986f2af7939a2f3d40703c0f29ed20fd147de96349f133eb79c10332f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target the same serve CLI TypeAdapter/annotation NameError family in src/transformers/cli/serve.py. PR 43842 is the most focused fix; the others are broader or earlier variants of the same underlying problem.", - "confidence": 0.84, + "summary": "PR #43842 is the clearest match for the cluster: it is a narrow, explicit fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. PR #43836 looks related and plausibly part of the same serve.py annotation-evaluation fix, but it is broader. PR #43656 is weaker evidence: it touches the same file, but the packet only supports it as a more general annotation/future-import cleanup tied to a different issue target, not clearly the same bugfix.", + "confidence": 0.7, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most directly targeted and minimal fix for the TypeAdapter NameError when pydantic is absent, with a clear runtime-safety change and less unrelated churn than the others.", + "canonical_pr_reason": "PR #43842 is the best canonical PR because it most directly and minimally fixes the concrete TypeAdapter NameError, with the clearest issue linkage and least surrounding refactor noise.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it addresses the concrete failure mode explicitly and cleanly in the same code path, without the broader annotation refactor noise present in the other PRs.", + "best_pr_reason": "PR #43842 is the strongest overall representative: it is the narrowest, best-scoped fix for the specific runtime failure in `serve.py` and is easiest to use as the cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both are fixing the same serve CLI TypeAdapter NameError in the same file; 43656 is a broader annotations-related variant, but it plausibly overlaps with and could be merged with the targeted pydantic-safety fix in 43842." + "accept": false, + "reason": "Same file, but the evidence is too broad and the linked issue differs; this looks more like a related annotation cleanup than the same concrete TypeAdapter bugfix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs aim at the same concrete TypeAdapter annotation/NameError issue in cli/serve.py. 43836 is the broader wrapper-style patch, while 43842 is a smaller, more explicit version of the same fix and could plausibly be combined." + "reason": "Both PRs target the same `serve.py` TypeAdapter/annotation NameError path and share the same issue target, so they plausibly represent the same underlying fix despite different scope." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs are in src/transformers/cli/serve.py, all are tied to the same TypeAdapter/annotation NameError family, and 43842 is indeed the most narrowly targeted fix. The soft-edge acceptances are conservative enough because each pair plausibly merges into one bugfix PR without clear contradiction or unrelated scope." + "accept": false, + "feedback": "The summary is a bit too strong for the packet. PR #43842 is well supported as the narrow TypeAdapter fix, and PR #43836 is plausibly related because it shares the same file and issue target. But PR #43656 is not grounded as clearly: the packet only shows broader annotation/future-import cleanup and a different linked issue, so calling it the same TypeAdapter bugfix and accepting it as mergeable with #43842 overstates the evidence. A more conservative summary would distinguish #43842 as the clearest match and describe the others as related annotation-evaluation fixes rather than the same bug with confidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16951,8 +17004,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -16964,16 +17017,16 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:43997|pull_request:44071", @@ -16997,376 +17050,346 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "f71f2370d0c8b506074c8d5b2f21a825a99d3bd8706feb80868693c287d3b25a", + "prepared_review_unit_hash": "c7d106248907fefa412ed608d45a28f50f7db65198db25558b712b8d7b5ca374", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84497, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76935, + "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 set of independent, model-specific output-tracing refactors. The only clear duplicate groups are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen family (44066/44085/44722).", - "confidence": 0.82, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors, not true duplicates across different architectures. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J/CodeGen refactor branches.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen tracing refactor: it covers the same concrete code path as the earlier GPT-J PRs, includes both related files, and is the most complete version tied to the umbrella issue #43979.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen tracing refactors: it targets the same concrete output-capture code path as the earlier GPT-J PRs and appears to be the most complete/latest variant.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best single PR to represent the duplicate GPT-J/CodeGen change set because it is the most comprehensive and directly subsumes the earlier GPT-J-focused attempts.", + "best_pr_reason": "PR 44722 is the best single representative for this cluster because it covers the same concrete GPT-J/CodeGen output-tracing change as the closest overlapping PRs and has the clearest scope among the accepted duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella topic is too broad to merge." + "reason": "Different model families; only a broad standardized-output theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and different refactors; only share a broad standardized-output theme." + "reason": "Different model families and code paths; same refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both edit GPT-J output tracing in the same file and target the same underlying change; one is just a broader version with CodeGen included." + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping model code paths; could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style vision backbones are separate concrete code paths from EfficientNet; not the same bug/change." + "reason": "RegNet vs EfficientNet are separate model implementations; no shared concrete bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." + "reason": "Different models and forward paths; only a generic decorator migration overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different implementations; no shared concrete fix." + "reason": "GPT-J/CodeGen output tracing is unrelated to EfficientNet output tracing." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model stacks; same refactor pattern is not enough." + "reason": "MobileNetV2 and DeBERTa touch unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing are different model-specific changes." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT touch different code paths and should not be merged as duplicates." + "reason": "GPT-J/CodeGen refactor vs MPT refactor; same pattern, different code path." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor; these are duplicate fixes for the same code path." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path and overlap enough to be merged together." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; different models and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); only the refactor style is similar." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths; not mergeable as one PR." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are separate model fixes." + "reason": "ResNet output tracing is unrelated to GPT-J." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo vs ResNet; same broad refactor theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are distinct model-specific refactors." + "reason": "ResNet and MPT are separate models with different forward logic." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is not the same underlying change as GPT-J/CodeGen, despite similar output-tracing mechanics." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen touch different model internals." + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model families and fixes." + "reason": "GPT-Neo and Flaubert/XLM do not share the same concrete bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete changes." + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate code paths." + "reason": "GPT-Neo and GPT-J are different models." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific refactors." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different models; not the same change." + "reason": "MPT and MGP-STR have no shared concrete fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 output tracing and MGP-STR output tracing are separate fixes." + "reason": "GPT-2 and MGP-STR are unrelated model families." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J and MGP-STR do not touch the same code path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model stacks." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 refactor is unrelated to GPT-J/CodeGen." + "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model-specific refactors." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different code paths." + "reason": "SegFormer and LongT5 do not share the same bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are separate model fixes." + "reason": "SegFormer and VisualBERT are unrelated model families." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are unrelated concrete changes." + "reason": "GPT-Neo and MPT are different models with different output logic." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and Segformer are separate model-specific refactors." + "reason": "MPT and ImageGPT are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and MPNet are different model code paths." + "reason": "RegNet and VisualBERT are separate model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated fixes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are different model implementations." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + "reason": "SegFormer and GPT-Neo are unrelated models." }, { - "left": "pull_request:44056", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44056", "accept": false, - "reason": "MPNet and GPT2 are different code paths." + "reason": "SegFormer and MPNet are different architectures." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different concrete changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated model fixes." + "reason": "MPT and SpeechT5 are unrelated model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are different model families." + "reason": "CVT/FNet and LongT5 do not share the same concrete refactor." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and Segformer are separate concrete code paths." + "reason": "CVT/FNet and SegFormer are separate model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model-specific changes." + "reason": "SqueezeBERT and DeBERTa are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are different model code paths." + "reason": "DeBERTa and TextNet are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44076", - "accept": false, - "reason": "TextNet and ImageGPT are separate model-specific changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change set; strong overlap on the same concrete code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated concrete fixes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing on the same underlying code path and are close enough to merge together." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and Flaubert/XLM are different models." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "TextNet and MPT are unrelated model-specific refactors." + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are unrelated model paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different code paths." + "reason": "CVT/FNet and SpeechT5 are different models." }, { - "left": "pull_request:44019", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "ResNet and MPT are unrelated model fixes." + "reason": "DeBERTa and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model families." + "reason": "DeBERTa and VITS are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and TextNet are separate concrete changes." + "reason": "FocalNet and ImageGPT are unrelated implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it sticks to the model-specific output-tracing refactors and only treats the GPT-Neo and GPT-J/CodeGen sequences as duplicate families. The accepted soft edges are conservative because they involve the same model/file and look like broader-vs-subset versions of the same bugfix. The rejected pairs are also appropriately limited to different model families or unrelated code paths." + "feedback": "The summary is grounded in the packet: it correctly treats this as mostly model-specific output-tracing refactors and identifies the GPT-Neo and GPT-J/CodeGen branches as the only real overlap clusters. The accepted soft-edge pairs are also conservative enough and look mergeable into single bugfix PRs for the same model family/code path." }, "evaluator_used": true, "retried": false, @@ -17401,20 +17424,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "3671a9ca317cef380c6c3a4f0136839b04a078538852c315c32c18929129d0be", + "prepared_review_unit_hash": "34900a8774c8bba9e9a5ceff83a6371d8168fb0816eb1b8224a8cf8f13331497", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84497, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13065, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17423,42 +17446,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all follow the same broad theme\u2014migrating model forwards to standardized output tracing\u2014but they are model-specific refactors in different code paths, not duplicate fixes for one underlying bug. No soft edge should be merged as the same change.", - "confidence": 0.95, + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture_outputs, but they are not duplicates of one another because each targets a different model implementation and code path.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the best representative PR because it has an explicit issue target and a concrete, self-contained SpeechT5 refactor with clear scope.", + "canonical_pr_reason": "PR 44129 is the most representative single item: it has an explicit issue target, a clear refactor title, and a focused but substantial SpeechT5 output-tracing migration.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR: explicit issue linkage, clear problem statement, and the most complete/grounded implementation among the candidates.", + "best_pr_reason": "PR 44129 is the strongest standalone exemplar for the cluster because it is tightly scoped, traceable to an issue, and clearly reflects the standardized output-capture change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor pattern, but different models and different implementation details/tests; not the same underlying bug or mergeable into one PR." + "reason": "Both are output-tracing refactors, but they touch different models and different code paths; this is a shared pattern, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing migrations, but MPNet and VisualBert are separate model code paths with distinct changes." + "reason": "MPNet and VisualBert are separate model implementations; the PRs are analogous refactors, not a single duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and separate refactors; similarity is only at the decorator/migration pattern level." + "reason": "Different model files and model-specific tracing logic; no evidence they fix the same concrete bug or are mergeable as one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet vs SqueezeBert are unrelated model implementations; these are parallel cleanup refactors, not one shared fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; they share a refactor theme but not the same underlying code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and code paths; they share a migration style but not the same concrete change." + "reason": "These are separate model migrations to the same output-capture style, not the same concrete fix and not something that would plausibly be merged into one PR." } ] }, @@ -17538,280 +17561,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "360f58a728175ce26e42ad2615ca3efc6f1db7e33516338a9518351f5d115e45", + "prepared_review_unit_hash": "18df8742397e7118a6db5a5063e29e23080ad826207e3e80fa0150d2f749ef99", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40169, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40169, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct model-specific refactors around output tracing/can_return_tuple. They share a common pattern, but they do not target the same concrete bug or change and should not be deduplicated.", - "confidence": 0.96, + "summary": "These PRs share a common refactor theme around output tracing, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative: it covers two closely related Mamba-family implementations and includes the core tracing/capture plumbing, making it the most substantial exemplar of this refactor cluster.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the theme, touching both mamba and falcon_mamba and adding the output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best cluster representative because it is broader than the single-model PRs and shows the main output-tracing pattern without being just a narrow variant.", + "best_pr_reason": "PR 44003 is the best single representative because it is the most substantial and central of the output-tracing refactors in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor theme, but timm_backbone and upernet are different code paths with different output logic." + "reason": "Different model families and file paths (`timm_backbone` vs `upernet`); same refactor pattern but not the same change or bug." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and different forward signatures; only the refactor pattern is shared." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; this is only a shared refactor theme." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but timm_backbone and univnet are unrelated implementations." + "reason": "These are separate model implementations (`timm_backbone` vs `univnet`), so they are not one underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Mismatched model families; 43998 is a single backbone wrapper, while 44003 changes Mamba/FalconMamba internals." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct model stacks; no shared concrete bug or mergeable single PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv use different tracing mechanisms and code paths; not the same change." + "reason": "`timm_backbone` and `rwkv` are different architectures and code paths; same general output-tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are refactors, but MobileNetV1 and UnivNet are separate models with unrelated forward contracts." + "reason": "Different model files (`mobilenet_v1` vs `univnet`) and different tracing changes; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet are different model targets; shared refactor wording is not enough." + "reason": "`mobilenet_v1` and `upernet` are separate implementations; similar refactor theme is not enough to duplicate them." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different files; one is MobileNetV1, the other depth-anything variants." + "reason": "These touch different depth models (`mobilenet_v1` vs `depth_anything/prompt_depth_anything`), so they are not one code-path issue." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 output tracing is unrelated to VisionEncoderDecoder wrapper changes." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated models; this is only a shared tracing refactor." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate encoder-decoder/model wrapper code paths." + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`) and no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text Dual Encoder and UnivNet are unrelated models; only the refactor motif overlaps." + "reason": "`vision_text_dual_encoder` and `univnet` are distinct model paths; same refactor label does not make them duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and forward semantics; not a single bug fix." + "reason": "Separate implementations (`vision_text_dual_encoder` vs `upernet`) with no common underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder changes do not overlap with Mamba/FalconMamba tracing changes." + "reason": "Different subsystems (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); not plausibly one merged PR for a single bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different output-capture implementations." + "reason": "These affect different model stacks (`vision_text_dual_encoder` vs `depth_anything`); only the refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model code paths; same pattern, different change." + "reason": "`univnet` and `upernet` are unrelated models, so they are not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/FalconMamba and UnivNet are different implementations with different tracing plumbing." + "reason": "`univnet` and `mamba/falcon_mamba` are different code paths with no shared bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet is not the same bug/change as the depth-anything refactor." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet output tracing is unrelated to CodeGen cache/output handling." + "reason": "These target different model families (`univnet` vs `depth_anything`), so they should not be merged as duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation wrapper and RWKV recurrent core are different code paths." + "reason": "`upernet` and `rwkv` are different models; similar output-tracing cleanup only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/FalconMamba are separate model families; not mergeable as one PR." + "reason": "`upernet` and `mamba/falcon_mamba` are separate code paths and not one concrete fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing changes do not match SuperPoint's feature extraction/output refactor." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; same pattern, different changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different refactor mechanics; CodeGen cache changes are not the same change." + "reason": "`mamba` and `codegen` touch different model internals and cannot be treated as the same PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone output tracing and CodeGen cache/output typing are unrelated." + "reason": "`timm_backbone` and `codegen` are different model paths with different output semantics; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen touch unrelated forward logic and output shapes." + "reason": "`univnet` and `codegen` are separate models; same refactor theme is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation outputs are not the same code path as CodeGen's attention/cache logic." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated; shared refactor theme is too broad." + "reason": "`upernet` and `codegen` are unrelated code paths, so these are not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are refactors, but they target different wrapper/model families: depth-anything vs vision/speech encoder-decoder." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; no single underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated changes, not one bug fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are distinct implementations, not one mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-estimation models and SuperPoint do not share the same concrete output-tracing change." + "reason": "`depth_anything` and `superpoint` are separate model paths; only the refactor style is shared." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything output tracing is separate from RWKV's recurrent state/output handling." + "reason": "`depth_anything` and `rwkv` are unrelated architectures, so this is not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-estimation refactor and DPR encoder pooling refactor are distinct changes." + "reason": "`depth_anything` and `dpr` touch different code paths; similar output-tracing cleanup only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision/Speech encoder-decoder wrappers and RWKV internals are different code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are different model stacks and cannot be merged as one fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers but still separate PR targets and changes." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related only by broad wrapper shape, not the same concrete code path." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Encoder-decoder wrappers are not the same change as SuperPoint feature tracing." + "reason": "`vision_encoder_decoder` and `superpoint` are different implementations with no shared underlying issue." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder wrapper changes and DPR encoder changes are unrelated." + "reason": "`vision_encoder_decoder` and `dpr` are separate model code paths; same theme, not same change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models and should not be deduped." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder wrapper logic is not the same as RWKV state/output refactoring." + "reason": "`speech_encoder_decoder` and `rwkv` affect different model architectures, so they are not one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR touch different architectures and output contracts." + "reason": "`speech_encoder_decoder` and `dpr` are different code paths; only the output-tracing motif matches." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different code paths with different output semantics." + "reason": "`superpoint` and `rwkv` are separate implementations with no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint feature tracing is unrelated to DPR encoder pooling/output handling." + "reason": "`superpoint` and `dpr` are different model paths, so not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV recurrent tracing and DPR encoder output refactors are distinct model changes." + "reason": "`rwkv` and `dpr` are distinct model stacks; same refactor theme only, not a duplicate." } ] }, @@ -17844,12 +17855,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "5b0970c67d84b73184eb185c6296518accef95aa2b257ddf82ef81e8028fb20b", + "prepared_review_unit_hash": "26a9d70375198efad7f3cce40a74f1b5ec4105e35ec8249f0cdc638de1a9d877", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17857,7 +17868,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17866,30 +17877,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs, but they are separate model-addition implementations rather than duplicates. They share some auto/docs plumbing, yet each targets a different model family and code path.", + "summary": "These are three separate model-integration PRs, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS each add distinct model code, tests, and docs with only shared auto-registry boilerplate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the best representative of the cluster because it is a fuller, non-draft implementation with substantial tests and conversion support, but it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: the cluster does not represent one underlying fix/change. Each PR introduces a different model family and concrete codepath, so none should be collapsed into a single canonical PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone PR in this set: it looks the most complete and mature, with broader implementation coverage and high review activity.", + "best_pr_reason": "PR #45401 is the strongest standalone representative only because it has an explicit issue link and a clear scoped title, but it is still not duplicate-equivalent to the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL vs Voxtral TTS are different model families with different functionality and code paths; shared auto/docs files are just framework plumbing." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared registry/docs boilerplate is not enough to indicate the same underlying change or mergeable single PR." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions; they touch overlapping registration files but implement different concrete models." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). They touch similar integration surfaces but implement unrelated models and codepaths." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS solve different tasks and modify different model code, so they are not the same underlying change." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS). Overlap is limited to common model-registration files, not the same bug or feature." } ] }, @@ -17919,12 +17930,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "dbe44d063893dc357fbc04a83dfc9f85ceabd52fe063fe3581db146b42bca775", + "prepared_review_unit_hash": "cab5bbb73f0047821d0397b1f59cedc42fce57429c1c5e45b383cd289fc89951", "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 }, @@ -17932,7 +17943,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17941,18 +17952,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad area of model/kernel fusion, but they do not look like the same concrete change. One introduces a generic Module Fusion API and tests; the other wires in n-to-1 kernel fusion through KernelConfig and integration points. I would not merge them as duplicates.", - "confidence": 0.88, + "summary": "Both PRs are fusion-related, but they target different layers and likely different change sets: #44979 introduces a standalone Module Fusion API, while #45363 adds end-to-end n-to-1 kernel fusion wiring via KernelConfig and model loading. They are related in theme, not the same concrete fix/change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more complete, user-facing feature: it adds KernelConfig-based fusion plumbing across model loading and integrations, with a concrete example. PR #44979 is a lower-level API addition for module fusion and appears to be a separate foundational piece rather than the same change.", + "canonical_pr_reason": "PR #45363 is the stronger representative of the cluster because it spans the user-facing fusion flow end to end (KernelConfig, integrations, modeling_utils, and an example), whereas #44979 is a lower-level API addition for module fusion internals.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it is the broader end-to-end implementation and most clearly defines the actual fused-kernel workflow. PR #44979 is adjacent but not the same change.", + "best_pr_reason": "PR #45363 is the best single artifact to keep as the cluster representative since it covers the broader, more actionable feature path and is closer to the practical mergeable change set.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion, but #44979 adds a generic Module Fusion API while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration wiring. Different abstractions, different code paths, and not plausibly one merged PR." + "reason": "They are not the same underlying code change: #44979 adds a general Module Fusion API in a new file, while #45363 implements kernel-based n-to-1 fusion plumbing through KernelConfig and model loading. Similar topic, but different abstraction level and merge target." } ] }, @@ -17982,12 +17993,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8e1683248f8f91e0e7e8a9846ef70332eb5cc454db8a2e536855ddd992998558", + "prepared_review_unit_hash": "1c322b94275d6648bf7092abf5664169d991dcf06c29be8d5f279c97763bbfe6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17995,7 +18006,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18004,18 +18015,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral tokenizer AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer in the same file. PR 45317 is the more complete implementation because it includes an added test, while 45086 is the smaller precursor.", + "summary": "Both PRs address the same Mistral regex patching AttributeError in the same code path. PR 45317 is the better canonical/best PR because it includes the code fix plus test coverage, while 45086 is the smaller earlier version of essentially the same change.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45081 is the shared bug report both PRs explicitly target, so it is the natural canonical issue for this cluster.", - "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug fix and also adds test coverage, making it the more complete representative change.", - "best_issue_reason": "If selecting one issue node, 45081 best represents the underlying bug since both PRs are direct fixes for that exact reported problem.", - "best_pr_reason": "45317 is the best PR overall because it fixes the same concrete AttributeError path as 45086 but is more complete due to the accompanying test file.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete instance of the fix: same underlying bug, same target file, and it adds tests in addition to the code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single artifact to keep because it subsumes the earlier patch and is more likely to be merge-ready due to added test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for issue 45081. 45317 is essentially the extended version with tests, so they are merge-equivalent." + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same shared target/file, and the second PR is effectively an extended version of the first with tests; they could plausibly be merged into one PR." } ] }, @@ -18045,7 +18056,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "277c3d8c80453e28a761c90e13983981c88b623862e2769bd0c3a0896550d9c5", + "prepared_review_unit_hash": "7040051a56c35a46d47839ec33b3ff3871892a2faf417c855b69083881fa98a9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18067,18 +18078,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH pull requests overlap on model files, but they are not the same change: one is a narrow conversion/mapping refactor, the other is a broader model split into NemotronH/NemotronHDense/NemotronHSparse with docs and tests.", - "confidence": 0.91, + "summary": "The two PRs are related NemotronH refactors, but they are not duplicates: PR#45115 is a narrow inheritance/weight-mapping cleanup, while PR#45569 is a broader model split that adds dedicated NemotronHDense/NemotronHSparse code, docs, and tests. The shared files reflect the same subsystem, not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete architectural change and includes the user-facing model split, docs, and tests. PR #45115 is a narrower internal refactor focused on conversion mappings and inheritance wiring.", + "canonical_pr_reason": "PR#45569 is the more complete and forward-looking change: it introduces the dense/sparse model variants, updates auto-mappings and docs, and includes tests. PR#45115 is only a partial structural refactor focused on conversion mappings and inheritance cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest overall PR for the cluster since it covers the more substantial end-state of the NemotronH work. PR #45115 appears to be a partial, implementation-focused step rather than the main deliverable.", + "best_pr_reason": "PR#45569 best represents the final intended implementation because it covers the full NemotronH reorganization rather than just the conversion-mapping portion. It is the strongest candidate to keep as the cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Do not merge as duplicates: #45115 targets conversion-key renames and inheritance adjustments, while #45569 introduces a broader NemotronH reorganization into separate dense/sparse models plus docs and tests. They share subsystem files but not the same concrete bug or mergeable code-path fix." + "reason": "They overlap on NemotronH internals, but the concrete changes differ: one is a narrow refactor/mapping adjustment, the other is a broader architecture split with new model packages, docs, and tests. They are related work, not the same PR." } ] }, @@ -18108,7 +18119,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "34184b235bab7babd767dfbd1c42543bfc2f90d2122b9c13d01b72661b5c429c", + "prepared_review_unit_hash": "e2fc1decbc8a4e2cc3769ae6a11b7009fa930005b952328e5b7c014f163307f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18130,18 +18141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds the heterogeneous config plumbing, the other adds heterogeneous model/runtime support built on top of it. They share helper files, but they are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Two related open PRs are part of the same heterogeneous-model feature work, but they split along different layers: one adds per-layer config plumbing, the other adds modeling/runtime support. They overlap in infrastructure files, yet they are not the same concrete change and are not safe to merge as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR: it includes runtime/model changes, cache/masking updates, and tests, so it is the most representative single artifact for the heterogeneous-model work.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache, masking, modeling, and tests, so it is the most representative PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best standalone representative because it exercises the full heterogeneous-model code path rather than only the configuration layer; #45333 is a narrower prerequisite-style config PR.", + "best_pr_reason": "PR #45332 is the best single representative because it covers the wider end-to-end code path and subsumes the config-only groundwork from #45333.", "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 configuration support, while #45332 adds model/cache/runtime support that consumes that config. They touch different code paths and would not be merged as one PR." + "reason": "They are closely related feature PRs, but one is config-layer support and the other is runtime/modeling support. They share groundwork files, yet they do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates." } ] }, @@ -18171,7 +18182,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f348b1de3926d44f0e704422f8a49f8bd39fd503c4e44d95b0819bbbbb65ce2b", + "prepared_review_unit_hash": "7f81b078333ede3d286e1eddc44240b2007d3a5de90114717aff3a3e71d7a719", "component_budget": { "node_count": 2, "item_count": 2, @@ -18193,18 +18204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: one is a broad repo-wide type-checking cleanup, the other is a focused typing/Protocol update for modeling-related code. Shared files alone are not enough to merge them as duplicates.", - "confidence": 0.88, + "summary": "These are related only at a high level (typing cleanup), but they do not look like the same underlying change. PR 45415 is a broad type-checking sweep across many Transformers files plus pyproject ignores, while PR 45425 introduces shared typing protocols/aliases and updates a smaller set of typing consumers.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, self-contained change: it introduces typing aliases/Protocols and updates specific transformer/modeling code paths, whereas #45415 is a broad type-checking sweep across many files plus config changes.", + "canonical_pr_reason": "45425 is the more self-contained change: it defines shared typing helpers and updates a limited set of consumers. 45415 is a much broader repo-wide typing pass, so it is less suitable as the representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better representative for the cluster because it has a clearer, concrete implementation scope and stronger review activity; #45415 is more of an umbrella typing cleanup than a single bug/change.", + "best_pr_reason": "45425 is the best representative because it has a tighter scope and a clearer concrete code-path change, making it more coherent than the broad type-checking sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-themed and overlap on a few files, but they target different concrete changes. #45415 is a broad mypy/type-checking pass across many modules; #45425 adds specific typing protocols/aliases for modeling-utils integration. They could be merged independently and are not the same underlying fix." + "reason": "Both are typing-related, but they address different work: 45415 is a wide type-checking cleanup and config relaxation across many modules, while 45425 adds specific typing protocols/aliases for a few consumers. They do not appear mergeable as one PR or to fix the same concrete bug/change." } ] }, @@ -18234,12 +18245,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "31e2ed1a51e054fee5ec2c579256755731d2d38862818f9a3750a9dca92daebc", + "prepared_review_unit_hash": "3690261f39aeee742472cf34e1dbdabce18edc4b6b5eb85a3ccbf749ec78b47e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5160, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18247,7 +18258,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5160, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18256,18 +18267,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes a model-parallel/device placement bug in AltCLIP/ChineseCLIP and similar text models, while the other only updates Qianfan OCR XPU test expectations. They do not appear to be the same underlying change.", - "confidence": 0.96, + "summary": "These two pull requests are unrelated: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP code, while the other only adds XPU test expectations for Qianfan OCR. They should not be merged or clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the more canonical PR because it addresses a concrete runtime bug in model code across affected models, rather than only adjusting test expectations.", + "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it fixes an actual runtime code-path bug in model parallel handling, with concrete source changes across affected model implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative of the cluster since it is the substantive code fix and has broader impact; PR #45615 is a narrow test-only update for a different model.", + "best_pr_reason": "PR #45487 is the best representative of the cluster since it addresses the substantive bug fix; PR #45615 is test-only and does not represent the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different models and different kinds of changes: #45487 fixes device placement in model forward code, while #45615 only adds XPU test outputs for Qianfan OCR. They do not look like the same underlying bug or mergeable change." + "reason": "Different problems and code paths: #45487 changes AltCLIP/ChineseCLIP model device handling for parallel execution, while #45615 only updates Qianfan OCR integration test outputs for XPU. They are not the same fix and would not plausibly be merged into one PR." } ] }, @@ -18297,7 +18308,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "aef7968e10581de1f1f998011ea9ddd976c4762a3f1cbd67ddfdd464dc4b398d", + "prepared_review_unit_hash": "d5b6a8b4d5e394022172fd72147e6511f65c63aab321a8e243112e7f5c47b179", "component_budget": { "node_count": 2, "item_count": 2, @@ -18319,18 +18330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert parallelism, but they fix different failure modes: one is about DeepSpeed ZeRO-3 loading/serialization via accelerate, the other about FSDP2 rank-0 broadcast overwriting experts. They are related but not duplicates.", - "confidence": 0.94, + "summary": "The two PRs both touch expert-parallel loading, but they fix different concrete bugs: one is about DeepSpeed ZeRO-3 / accelerate launch serialization and loading, the other is about FSDP2 rank-0 broadcast overwriting experts. They are related in subsystem, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a concrete EP correctness bug in distributed loading/parameter materialization and includes the broader fix path across loading and MoE integration.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because its title and diff describe a specific, concrete failure mode with a clear code-path fix across loading and MoE handling.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone change: it addresses a specific, reproducible corruption path for experts under FSDP2 and has the more substantive code-path fix.", + "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a well-defined bug, has a more explicit failure description, and its changes are directly tied to that bug rather than a broader loading workaround.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same general EP area, but different bugs and code paths: ZeRO-3/accelerate config handling vs FSDP2 rank-0 broadcast overwriting experts. They would not plausibly be merged as one PR." + "reason": "Both are about EP/loading, but #45548 addresses accelerate/DeepSpeed ZeRO-3 config serialization and a has_ep helper, while #45662 fixes FSDP2 expert tensors being overwritten by rank-0 broadcast. Different underlying bugs and not plausibly one merged PR." } ] }, @@ -18360,7 +18371,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b8daa5471c31ab4185860429ad22fea64323e30161e3640608cdb3a1ddb82f79", + "prepared_review_unit_hash": "5b3f5fe01c5886d8ec3a215cb301265219675c34e96128d9ce9bf8c36e98dcd3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18382,18 +18393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info logging collision around issue #45561, with 45645 effectively subsuming 45639 and adding CI-side log collection changes.", + "summary": "Both PRs target the same xdist-related captured_info debug-log collision on issue 45561. PR 45645 is the broader, more complete version because it includes the core testing_utils fix plus CI/workflow handling to read multiple captured_info files; PR 45639 is a narrower subset of that same fix.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe artifact fix from 45639 and extends it to the CI workflow/notification path that consumes those logs.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the core bug fix and the supporting CI/log-collection changes, making it the most complete representative of the underlying xdist captured_info problem.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall fit for the cluster: it resolves the underlying captured_info collision and also updates the log aggregation path so the fix is complete end-to-end.", + "best_pr_reason": "PR 45645 is the strongest global representative: it addresses the same concrete xdist-safe captured_info behavior as 45639, but also handles downstream artifact collection so the fix is end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe captured_info handling for patched testing logs. 45645 includes the exact testing_utils change from 45639 plus related CI consumption updates, so the two are mergeable as one change set." + "reason": "Both PRs fix the same captured_info xdist collision problem in the same testing_utils code path; 45645 simply extends the fix with workflow changes to consume multiple files, so they could plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fe1848d700ae1a5141f1ac7db2f09ba76b4ec964..695c80a666c2ad4f58d9d3fdc85854a88a75d15a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260506t060033z", + "analysis_id": "hybrid-model-20260506t120019z", "archived_artifacts": { - "hybrid": "snapshots/20260506T060033Z/analysis-runs/hybrid-model-20260506t060033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260506T060033Z/analysis-runs/hybrid-model-20260506t060033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-06T06:08:43Z", + "published_at": "2026-05-06T12:08:33Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260506T060033Z", + "snapshot_id": "20260506T120019Z", "variant": "hybrid" } 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{ + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..6b094d5e2c8d03e9f03d99a72f42725937955979 --- /dev/null +++ b/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18548 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260506T120019Z", + "generated_at": 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One issue is about Tapas tokenization, one is a private-model auth/error-message problem, and one is a generic model-loading failure. 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The only clear duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds / empty-tensor load failure around Bert/Gemma3-style model init; most other soft pairs should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3 empty-index/out-of-bounds load failure, with tight near-duplicates in 43638 and related manifestation in 41762.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 best anchors the only strong duplicate family in this set and is broad enough to represent the underlying DeepSpeed ZeRO-3 init bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: config attribute error vs streaming/chat API crash." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: GPT-OSS/AMD GPU failure vs MPS histogram kernel 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"issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export failure vs auto device-map cuda assert are different code paths." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they reference different removed APIs/commands." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export regression is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: ZeRO-3 empty-index failure vs mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure families; one is ZeRO-3 init, the other is mask indexing." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": 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"accept": false, + "reason": "Different bugs: ZeRO-3 empty-index load failure vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs invalid method call are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window config regression is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram error are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and MPS histogram kernel failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and autocast dtype mismatch are different." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch vs compute_loss signature regression are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel bug and mask indexing bug are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure during model init/load." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions with different removed references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config regression and Qwen3 auto device-mapping assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test load failure vs Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming chat failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime bugs: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import regression and Gemma3 sliding_window config bug are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template node compile error are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor/index-out-of-bounds load bug across different BERT/Gemma3 manifests." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime bugs with no shared concrete code path." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Shared versioning theme only; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both touch Qwen3.5 chat, but the entry points and failures differ." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to the ZeRO-3 index-out-of-bounds bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different bugs: mask shape mismatch vs ZeRO-3 empty-index failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and well grounded in the packet. The ZeRO-3/BERT/Gemma3 index-out-of-bounds family is the only clearly supported duplicate cluster, and the accepted soft edges stay within that family. The rejected pairs are mostly justified by distinct titles/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928" + ], + "prepared_review_unit_hash": "fcd972ca506233a6ac5b76fb25df60dfeae501e471a0a03a52817abd9ecf5cf8", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The Transformers v5 non-persistent-buffer regression remains the clearest duplicate family, with 43950 as the best anchor. Per feedback, the SigLIP2 quality/output complaints are too broad to treat as the same bug, so that soft edge is rejected. Most other soft edges remain conservative rejections across unrelated model- or error-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the clearest, most general write-up of the v5 non-persistent-buffer regression and has direct near-duplicates in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best single issue to anchor the cluster because it states the concrete regression cleanly and represents the accepted duplicate family better than the shorter paraphrases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load error vs GGUF gpt-oss support request." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated config regressions: StableLm pad_token_idx vs PretrainedConfig pydantic field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization OOM vs tied-weights behavior on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing error vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: unexpected _is_hf_initialized arg vs pydantic PretrainedConfig field handling." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad remote_code breakage is not the same as a torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss architecture support and Qwen3.5 streaming failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3TextConfig missing sliding_window_pattern and MobileLLM key error are different model-loading bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask length mismatch and zero3 init index error are different tensor-shape failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but the titles only describe broad quality/output complaints and do not establish the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-only tf backend error is unrelated to the torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3.5 SFT trainer unpacking failure." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different issues: TRL unpacking failure vs an MPS histogram implementation gap." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote-code loading, but one is a cache-path collision and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights bug is different from the translation-model tied-weights regression." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization bug is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and GLM5 are different model-specific issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback logic are separate problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to tied-weights regression." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the removed run-command docs issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization error and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 corrupts or fills non-persistent buffers with junk on load." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are corrupted in Transformers 5.0.0 / v5 from_pretrained." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example failures are not the same as the later model-quality complaint." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids/SDPA fallback are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main non-persistent-buffer family is well grounded, but one soft-edge accept is too speculative: issue:43054 and issue:43994 both mention SigLIP2, yet the titles only show broad quality/output complaints and do not clearly establish the same bug. Treating them as a duplicate family overstates the evidence. The other soft-edge rejections look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701", + "issue:45800" + ], + "soft_pairs": [ + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43828|issue:45800", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43881|issue:43883", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291" + ], + "prepared_review_unit_hash": "0c767cb501a4f26326ce41ae80ee45216b92829601dc4ea00c60f06f84d3fdcb", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38721, + "estimated_input_tokens": 9681, + "estimated_eval_tokens": 19618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions across different models and subsystems. Only a couple of soft duplicates look truly same-bug; most pairs are just similar failure patterns.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest and most central umbrella here: it explicitly covers recent Transformers versions breaking remote_code models, which matches the dominant loading/regression theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue anchor because it is broad, active, and closest to the shared theme of version-related model-loading breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: checkpoint corruption versus generic loading noise." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API TypeError and ZeRO-3 model-loading IndexError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as torch/transformers version incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral and missing all_tied_weights_keys in Molmo are different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are TypeErrors during loading, but the underlying failure modes are different (_is_hf_initialized vs Float8 storage lookup)." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP/SigLIP2 quality, but one is zero probabilities and the other is poorer text embeddings; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer-loading error for Voxtral and GLM-4V load failure are distinct model issues." + }, + { + "left": "issue:43828", + "right": "issue:45800", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to torch/transformers version compatibility." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and generic tokenization changes are not the same underlying issue." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is a different problem from increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and failure to load a specific model are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load failures, but one is a model-specific load problem and the other is a missing tied-weights attribute." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and broader remote_code breakage overlap only at a high level." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is embedding degradation and the other is HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU support failure are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve load-time complaints, but one is generic noise and the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT LoRA checkpointing and Qwen3 MoE memory usage are different performance/behavior issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA incompatibility across hf4.x/hf5.x and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 failure are different model-specific issues." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different symptoms: incorrect detokenization versus a model load failure." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping restriction in add-new-model-like is not the same as remote_code load breakage." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes _is_hf_initialized TypeError are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model and flash-attn fallback blocking are not the same underlying issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage and a Kimi-K2.5 tokenizer regression are different issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and a generic GLM5 issue do not match." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback checks are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same doc regression: both say v5 removed pipeline tasks are still referenced in docs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running and a generic fbank feature extraction issue are too underspecified to treat as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head in Mistral3 and silent corruption of non-persistent buffers are different model-state bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and broad remote_code breakage are not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer error messaging and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same as the broad remote_code regression umbrella." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 Qwen-family load failures, but they target different model variants and likely different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying _is_hf_initialized TypeError during model loading; these look like the same constructor-signature regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45020 is a reasonable umbrella for the remote_code/version-regression theme, and the cluster-wide characterization as mostly heterogeneous loading/regression bugs fits the titles. The two accepted soft duplicates also look mergeable into single fixes (docs regression; the _is_hf_initialized TypeError). I don\u2019t see an overstatement of evidence in the pair verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "f3cc03c82c93d8f091c5243d5d9294604adde4b719d63da9383c3b7d9867cfcb", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly separate regression reports. Issue:43957 is the best umbrella issue because its title explicitly describes a model-loading regression on `torch.device(\"meta\")` in transformers 5.+, with concrete examples in the title; that makes it the broadest visible loading-path issue in the cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43957 is the clearest umbrella issue from the visible titles: it names a transformers 5.+ model-loading regression on `torch.device(\"meta\")` and includes concrete examples in the title. That makes it broader and more representative than the narrower loading failures elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the most useful representative issue because its title captures the shared loading regression pattern in a broad but still concrete way, while staying anchored to an explicit code path (`torch.device(\"meta\")`) and example models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but the titles point to different models and different failure descriptions." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FP8 failure and bitsandbytes constructor incompatibility are different bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different models, different code paths, and different crash modes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "One is a bad error message for Voxtral loading; the other is a load failure for a different model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but the titles describe different problems: MoE weight conversion vs gradient averaging." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer argument and mask/index shape mismatch are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes incompatibility and CLIPTokenizer max-length behavior are separate issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The titles describe the same mask-vs-indexed-tensor shape mismatch pattern." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but the titles indicate different regressions and different failure points." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and torch.autocast dtype mismatch are different changes/failures." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support and a Qwen3-MoE sliding_window issue are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both titles say Transformers 5.0.0 breaks custom model initialization; one adds the Jupyter context." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are separate compatibility issues." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and rope-index scaling are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "The titles describe different Qwen3.5/video/trainer failures, not one shared bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "The titles point to different loading problems for different model families and different mechanisms." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import of a Qwen2.5-VL class is a separate export/import issue from meta-device model loading." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both titles center on siglip2-base-patch16-224 producing wrong outputs through different entry points." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption do not match as the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config handling for granite_speech and glm4v config validation changes are different loader regressions." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape mismatch are not the same failure mode." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/BertModel index error and tokenizer-mapping add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same reasoning: different code paths and different errors." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload load failure and Strix Halo mmap/OOM are different runtime-environment bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "They share the SigLIP2 model family, but the titles describe different scenarios: wrong outputs vs docs-example errors with model/processor mismatch and quantization failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for `language_model` and incorrect visual-encoder keys in `save_pretrained` are different parts of the workflow." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering judgment is mostly conservative, but the issue rationale overreaches the packet in places. In particular, it claims issue:43957 \"gives multiple affected models,\" which is not supported by the packet metadata shown here. Please keep the canonical/best-issue explanation grounded in the visible title-level evidence only, and avoid adding specifics that are not present in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "d7d1530eee5bbf4ab5aa1c76f29b5fb8d87c4c7c52e93e140dae17d54c862ba0", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37318, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers bug reports. I only accept the clear near-duplicate regression pair around non-persistent buffers, plus the closely related resize_token_embeddings embedding-propagation pair; the BERT model-loading pair 44451/44488 is not strong enough evidence to merge.", + "confidence": 0.46, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one anchor is needed, 43644 is the best representative because it is the clearest concrete regression in the set and has the strongest near-duplicate match in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best overall issue anchor: it is specific, reproducible, and has the most defensible duplicate-style counterpart, so it best reflects the cluster\u2019s strongest shared regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers being filled with junk; the reports are effectively paraphrases." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation/flash-attention complaints, but they describe different failure modes and are not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Only evidence is that both are BERT model-loading failures for different models; that is too weak to conclude a shared regression." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete bugs: Qwen3 MoE LoRA compatibility vs packed-weight loading under accelerate." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated code paths: resume/max_steps calculation vs SGD arguments not being applied." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but for different models and different symptoms; not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same broad model family, but one is a CUDA assert with auto device mapping and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA loading vs resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve memory, but one is training memory usage and the other is offloading with quantization; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different loading paths and models: Qwen3 MoE weight conversion vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family only superficially; one is a docs/example plus quantization issue, the other is nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE FP8 failure vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific failures; no evidence they share the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the concrete regressions and triggers are different." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems entirely: tokenizer mapping/model registration vs compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but they affect different initialization paths and are not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers and failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/component failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but the affected models and likely causes differ." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Related to weight tying, but they are different models with different manifestations." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different breakages: missing GenerationMixin import vs Whisper pipeline return_language regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug across closely related model implementations." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different loading/saving problems: extra_state handling vs unexpected _is_hf_initialized during init_empty_weights." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs a separate model-loading failure for another model." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Only loosely related by vision/model family; the concrete bugs differ." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different structural bugs in different models: sparse-layer config vs FSDP2 shared_kv_states handling." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated: torch 2.10 compatibility vs model loading with torch.device(\"meta\")." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different topics: gradient checkpointing with PEFT LoRA vs an apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model-family issues: Gemma-4 FSDP2 attention state vs unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the concrete bugs are different and not mergeable as one fix." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different performance/memory problems with different triggers; no shared underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: init_empty_weights type error vs mmap-related OOM mitigation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too strong: issue:44451 vs issue:44488. From the packet we only know both are model-loading failures for different BERT models; that is not enough to conclude they are the same regression. The other accepted pairs are more defensible, but this overstates the evidence, so I cannot accept the review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:39404", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:43931|issue:44863", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "31a9adc47ac252851a14391345bb3396f086dc5769a292cc2300512ca850e2e4", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a conservative cluster of Transformers v5/model-loading regressions, with only the resize_token_embeddings family showing clear duplicate-level overlap. The 44402/44451 tokenizer-vocab pair should stay rejected given the limited evidence for 44451.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the clearest center of gravity: a concrete Transformers 5 loading regression in custom-model handling via base_model_prefix, representative of the broader cluster without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best anchor for the issue cluster because it is concrete, broadly representative of the repeated v5 custom-model loading failures, and less narrow than the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are loading/quantization-related, but they concern different models and different quantization behaviors; too broad to treat as the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA ineffectiveness and the other is about eval-mode restriction; different failures." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/from_pretrained and custom modules, but one is about permissions and the other is loading the wrong module; distinct code paths." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: both report updated embeddings not being reflected after resizing, with Gemma4 as a model-specific instance." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/position_ids regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "One is a save/from_pretrained extra_state bug; the other is an mmap/OOM issue. Different code paths and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states KeyError are distinct runtime/model failures." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models, different symptoms, and no concrete evidence of a shared root cause beyond a vague inference/batched-inference overlap." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps accounting are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A video-input regression and strict config handling for granite_speech are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "GLM-4.7-Flash load failure and GLM5 are different model issues with no concrete shared bug shown." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure mechanisms." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: output_embeddings and decoder.embed_tokens both fail to update after resizing, across model variants." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "The shared tokenizer/vocab_size explanation is not sufficiently grounded for issue:44451; its title is too generic to confirm the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading breakage." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading problems, but they involve different model families and distinct root causes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and a specific autocast dtype mismatch are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are different errors." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video-input regression and Gemma-4 FSDP2 attention-state bug are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an older issue and a PagedAttentionCache linear_attention crash are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and tokenizer changes across versions are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-specific model definition/init behavior." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issues and Mistral-3 image-preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-specific bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and template-node compile error are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they point at different outdated pipeline topics, not the same documentation bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression is unrelated to MXFP4/bf16 quantization fallback." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 attention-state rebuilding are unrelated model issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are different problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5.dev0 loading regression and the other is a shape-mismatch report; not enough evidence they are the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issues and Qwen3.5 embedding unpacking in TRL SFT are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different resource problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile error on non-template nodes are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Extremely high perplexity on gpt-oss-20b and gradient-checkpointing/LoRA behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster framing is mostly conservative, but one soft-edge acceptance is overstated: issue:44402 vs issue:44451. The packet only gives a generic title for 44451 (\u201cLatest version cannot load 'vesteinn/ScandiBERT'\u201d), so the claim that both are the same tokenizer/vocab_size mismatch is not grounded enough from the provided evidence. The resize_token_embeddings acceptances are well-supported, but this one should stay rejected or be marked tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:36032|issue:42915", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "3900e3440555db2056f9842c517ee1b51d90580dc7824ef4689aa6fcf1839b3a", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically similar but not duplicate-tight: it mixes many separate Transformers v5 regressions, model-specific loading bugs, and a few unrelated runtime issues. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43644 is the broadest representative of the cluster: a core Transformers v5 regression affecting model initialization/state handling across models, which makes it the best umbrella issue among these mostly separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the strongest single anchor because it is a framework-level regression with wider impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: Torch version compatibility vs an MPS-specific histogram/int dtype error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "One is incorrect masked-LM output; the other is tokenizer loading failure for a different model." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP inference quality bug vs ModelOutput key assignment logic bug are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/load extra_state handling and composite config unwrapping are different serialization/config bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on newer Torch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading regressions: a repo-specific tokenizer failure vs a Mistral regex patch backend attribute error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is not the same as the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time failures, but they involve different models and different root causes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is unrelated to tokenizer post-processor updates for runtime special-token changes." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized flag regression are separate behaviors." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights attribute in Molmo is unrelated to a specific BERT model loading failure." + }, + { + "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 buffer initialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extraction failures, but not the same concrete bug: unsupported argument vs fbanks helper error." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to a template compilation error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two different repository-specific loading failures with no clear shared code-path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal IterableDataset finetuning failures are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is a config serialization issue, not the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper text handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after alignment." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Shared v5 theme, but distinct bugs: junk non-persistent buffers vs custom model initialization failure." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: missing all_tied_weights_keys vs tokenizer loading regression." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repos; no evidence of the same underlying defect." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm error on Mixtral is unrelated to a non-template-node compile error." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both concern GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization failure is not the same as a Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope-index scaling bug are separate model behaviors." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 and inconsistent serialization of lm_head.weight are related in topic but not the same fixable bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method naming conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "64a0042d1e3eb0bc17bbaf05a45dd6c1b9bf9da945985fad309882d18134b1a1", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports, with only a couple of clear duplicate-like pairs. The strongest duplicate candidates are the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend dependency pair; the rest are separate model-specific or subsystem-specific bugs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43611 is the best overall anchor because it describes a broad, high-signal Transformers v5 loading regression with wide potential impact; most other items are narrower model-specific failures or unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest representative issue among the set, but only as a broad v5-loading regression anchor rather than a true umbrella duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bug classes: audio chat-template sampling-rate default vs MIMI batch/single padding-mask mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model init while the other is non-persistent buffer initialization; different code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they affect different models and likely different causes; no clear shared code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal regressions: nonsensical outputs vs wrong processor image size." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated model families and failures: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs a specific Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is padding-mask batching behavior and the other is DAC latent/STE mismatch; different underlying issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: incorrect checkpoint/visual encoder key serialization across versions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting custom model initialization vs buffer loading state." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: a model load failure for ScandiBERT vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different issues: FineGrainedFP8Config load failure vs a template compilation TypeError." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor size mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction vs compiled flex_attention on new torch versions; different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and distinct failure modes; no shared concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/ties, but one is a multimodal lm_head tying bug and the other is LoRA merge collapse after vocab extension; not the same change." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage and mmap OOM are unrelated regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window bug; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication vs model loading failure for a specific repo; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized constructor compatibility." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer junk; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both touch float8/quantization, but one is FineGrainedFP8Config and the other is missing Float8 storage support; different concrete failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-family regressions, but one is a broad video-input regression and the other is a specific still-image rope_index scaling bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure and MoE training memory usage are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to loading-noise output." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same underlying TensorFlow backend packaging/detection problem: TensorFlow is missing while the install exposes a TF-related backend state through optional extras." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls stay conservative. The two accepted duplicate-like pairs are plausible from the issue titles, and the rest are appropriately treated as separate bug classes. The canonical anchor choice is also reasonable as a broad v5 loading regression, not a claim that the whole cluster is one duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43296|issue:45800", + "issue:44387|issue:44617" + ], + "prepared_review_unit_hash": "afc176463741799ceec5b9a3a450c0df55995564e0fa6da63996021f17f32de1", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37775, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs, not a set of true duplicates. The only strong commonality is that many issues involve recent v5-era loading/init regressions, but the concrete failure modes differ.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item here ('Recent transformers versions break models using `remote_code`') and best represents the shared v5-breakage theme, though it is not a true duplicate of most others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most globally representative issue for the cluster because it covers the widest scope of recent-version loading regressions; the rest are mostly narrower, distinct manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is about runtime post-processor updates and the other about BOS/EOS not being added; different bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failure modes: Video-LLaVA tower architecture vs Qwen3.5 visual-encoder save_pretrained keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer class method conflict vs CUDA assert during auto device mapping; no shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 init-related regressions, but one is the `_is_hf_initialized` flag and the other is non-persistent buffer contents." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer load failure for a specific model; not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal training issues, but one is Qwen2-VL multi-GPU training and the other is iterable-dataset multi-image batching." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated tokenizer/loading problems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training pathologies: flash_attention_3 degenerate training vs single-label classification zero-loss behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: iterable-dataset multi-image prompt handling vs still-image temporal position IDs scaling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures affecting different model/config classes; no shared root cause evident." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` argument handling and Float8 storage lookup are separate v5 compatibility problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure and dtype mismatches are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different package/model-loading regressions: missing TensorFlow backend vs PaddleOCR-VL load failure." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` breakage and bfloat16 dtype mismatch are separate regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve v5 model loading/init, but one is `base_model_prefix` loading and the other is custom initialization; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and `init_empty_weights` argument errors are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal state bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision model failures: SigLIP2 AutoModel/pipeline output vs Perceiver non-default resolution classification." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is failed weight tying and the other is serialization inconsistency depending on device." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model loading failures with no concrete shared mechanism." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and Qwen2.5-GGUF loading failure are different model/config issues." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling and dtype mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading/runtime failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are different subsystems." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset multi-image batching and the other is video vision_position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different concrete bugs: still-image temporal position scaling vs video vision_position_ids." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading under 4.53.0 and torch/transformers version incompatibility are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory regression and Sam3Video OOM are distinct OOM reports with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43526|issue:43883", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43881|issue:44991", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43792|issue:44683", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "90f1f1393dc0d43685e5d4acf0c6c45f8cd0c812ad80d5f4b5ff036d60b4d26e", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the items span unrelated bugs in audio, vision, tokenizer/config loading, offloading/quantization, generation, and serialization. I would reject all candidate merges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best anchor if one must pick: it is open, has the most discussion/inbound references here, and is framed broadly around offloading with quantization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable dataset handling for multiple images." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated root causes: init_empty_weights/_is_hf_initialized argument handling vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different code paths: BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "One is a Bark CPU offload device-mismatch bug; the other is torch.export failing on torch_compilable_check. Not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized model loading with device_map=auto and the other is quantization/offloading behavior generally; not the same concrete failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Completely different: glm-4v-9b load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope index temporal position scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to export failing on torch_compilable_check." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch is not the same as DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Qwen2.5-VL temporal position id scaling." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug in AyaVision is unrelated to Bamba torch.compile with SDPA." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization issue in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default-resolution preprocessing failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL fine-tuning failures with multi-image iterable datasets." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head.weight device-dependent behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model loading failure is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model run failure is unrelated to compiled flex_attention breakage on torch >= 2.9." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different issues with different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype remaining float32 is unrelated to resume_from_checkpoint max_steps miscalculation." + } + ] + }, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + 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+ "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:40990|issue:45701", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:41720|issue:43873", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:42915|issue:43322", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "8db125c2827bd55ea7f0b94690f921b657063edc8e43056cb0c126fa4867d9ad", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37807, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of mostly unrelated issues; the soft-similarity edges are superficial and should not be merged as duplicates. The strongest anchor is the broad offloading/quantization regression in issue:43873.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central loading/offloading regression here, with substantial discussion and inbound references; it\u2019s a better anchor than the more model-specific or narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue in the set because it has the clearest cross-cutting runtime/loading impact and enough community activity to serve as a canonical tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offloading, but one is a quantization/offload regression and the other is an mmap OOM workaround for Strix Halo; different bug and fix." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a specific loading regression; non-persistent buffers being junk is a separate state/buffer initialization problem." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config loading for granite_speech and tokenizer loading for est-roberta are unrelated failures in different subsystems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bugs and version-dependent tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading in BitNet are separate code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs in a trainer override is unrelated to Qwen3Moe FP8 loading/runtime behavior." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are about image resolution, but they affect different models and different preprocessing/model-expectation mismatches." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs an image processor output-size mismatch are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel launch failure do not describe the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression and apex FusedRMSNorm memory leak are distinct memory issues with different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models and TRL embedding-unpacking failure in Qwen3.5 are separate problems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "A config API discrepancy and a rotary_pct reload regression are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload load failure are different runtime paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are unrelated model/runtime bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and Llava Next segfault on load are different failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and generic tokenization changes are too broad and not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "These concern different GPT/Qwen model parallelism behaviors and do not share a concrete code-path failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate config/runtime issues." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and a video-input regression in Qwen VL models are different failures." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and 3d_parallel startup failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer crashes, but on different tokenizers, tasks, and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization and tokenization behavior changes are not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and generic version-driven tokenization changes are different bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and Bark voice_preset behavior are unrelated processor issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy text and stale docs mentioning removed pipelines are documentation issues, but not the same one." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels and SAM3 PCS text/bounding-box behavior are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch in Bark and packed-weight handling in BitNet are separate accelerate/loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next load segfault do not share a concrete root cause." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/compile failure and BigBirdTokenizer special-token registration 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": 16, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:33666|issue:35707", + "issue:44987|issue:45042", + "issue:42886|issue:44843", + "issue:43531|issue:44589", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:44918|issue:44936", + "issue:44625|issue:45479", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220" + ], + "prepared_review_unit_hash": "b5b67fbdb8cf3761e310f7ec0e8f9877b8f20a46ebcdeac64a3fe098a4cb17a2", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37260, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issues. I found two true duplicate pairs: the Qwen2_5_VLProcessor batched padding=False crash, and the HF_HUB_OFFLINE tokenizer loading regression caused by _patch_mistral_regex/model_info().", + "confidence": 0.82, + "canonical_issue_reason": "issue:44843 is the clearest representative of the offline tokenizer regression because it names the concrete failing code path and root cause, not just the downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest overall issue candidate among the provided items: it is specific, actionable, and directly captures the underlying bug rather than a generic symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: one is a Qwen3-MoE sliding-window issue, the other is an `AutoModelForCausalLM.from_config` text_config unwrap bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: Bark CPU-offload device mismatch vs. BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config bugs, but the concrete failures differ: runtime post-processor updates vs. save/load token ID loss causing generation IndexError." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different code paths: TrainerState token counting vs. progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: a tied-embeddings warning in LoRA training vs. incorrect visual encoder keys on save/load." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs. GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different underlying bugs: quantization/offloading behavior vs. T5 using apex RMSNorm with a memory leak." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they involve different models and likely different root causes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different inference issues: Perceiver non-default-resolution image processing vs. dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different failures: AddedToken special-argument collision vs. a model-loading regression for ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different areas: flash_attention integration crash with `s_aux=None` vs. Qwen multimodal config unwrapping." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor updates and the other is mask-token registration/empty decode output." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different training/model features: Qwen2-VL multi-GPU training vs. TrainerState token accounting." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regression types: a model load failure for physical-intelligence/fast vs. PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-mode tokenizer regression; `44843` pinpoints the `_patch_mistral_regex`/`model_info()` call that breaks `HF_HUB_OFFLINE=1`." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs. a Float8 storage lookup TypeError." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision/model examples, but the specific failures are unrelated: SigLIP2 docs errors vs. OmDet-Turbo size mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime issues: checkpointing in eval mode vs. gradient blow-up with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding inputs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer bugs: Qwen3.5 embedding unpacking in TRL SFT vs. `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification/config problems: Qwen3.5 `num_labels` propagation vs. zero-loss behavior with `num_labels=1`." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related to Mistral/Qwen tokenizer handling, but the concrete failures differ: backend_tokenizer attribute crash vs. Kimi-K2.5 codec-handling regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model-config issues: missing `pad_token_id` on Llama4Config vs. Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL bugs, but one is a `from_pretrained(weight_only=True)` failure and the other is incorrect video `vision_position_ids`." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 pipeline output issues vs. CamemBERT masked LM predictions in v5." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different domains: BarkProcessor voice preset handling vs. Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug: gradient-checkpointing eval-mode restriction vs. T5/apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different themes: documentation/example errors for SigLIP2 vs. quantization/offloading not working as expected." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Different issues: Qwen3Moe FineGrainedFP8Config failure vs. Qwen multimodal config unwrapping." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: deepspeed zero3 init on BertModel vs. `_torch_extract_fbank_features()` behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusion is grounded in the packet and conservative. The two accepted pairs are strong duplicates: issue:44514/44545 are effectively the same Qwen2_5_VLProcessor padding=False crash, and issue:42886/44843 describe the same HF_HUB_OFFLINE tokenizer load regression. The rest of the pair judgments are appropriately cautious, and the summary does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43334", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43334|issue:45759", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "abbfd4aaf19349a285137579743e5e6aeb3c64117b3bdb954806ede12dd19873", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36144, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated bugs across tokenizers, multimodal configs, model loading, dtype handling, and inference paths. I do not see any soft pair that is safe to merge as a true duplicate on the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set, covering recent-version regressions affecting remote_code models; it is the best representative issue even though the cluster overall is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest scope and most potential to subsume neighboring remote_code-loading regressions, so it is the most useful issue to keep as the representative anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: input/embedding validation errors versus a degenerate zero-loss classification bug. No shared code path is evident." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video processing versus Gemma3n audio mask name collision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated subsystems: speech feature extraction helper versus tokenizer-mapping model discovery logic." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attention output regression and RTDetrV2 output drift are distinct model behaviors with different likely fixes." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC STE consistency are unrelated code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are different configuration bugs." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "TP loading OOM for Qwen2 versus T5 using a leaking RMSNorm implementation are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Smollm3 RoPE-layer dropping are different architectural/config issues." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet accelerate-loading are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a Qwen3-VL pad_token_id attribute error and the other is AutoModelForCausalLM.from_config not unwrapping text_config; too different to treat as the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n variable collision are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local PEFT adapter loading and qwen2.5-vl video position IDs are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading behavior are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and dtype mismatches in unrelated models are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failure modes; no plausible shared fix." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER padding/truncation crash and Perceiver image-resolution failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline hub-info call and the other is a backend_tokenizer attribute crash; different concrete failure modes and fixes." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and failure to load a specific tokenizer/model are not clearly the same root cause." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing-fields behavior and strict granite_speech config loading are related only at a very high level, not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields under trust_remote_code." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA video_tower/temporal-attention issues are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "One is video input processing for Qwen3OmniMoe; the other is qwen2.5-vl video position IDs. Similar domain, but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM regression are separate model-specific regressions." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "issue:45020 is a broad umbrella for remote_code regressions, while issue:44561 is one specific cause (removal of is_torch_fx_available); not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "No meaningful overlap beyond both being model/config-related." + } + ] + }, + "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": 16, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45685", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "1eeb9e69fbd7682ffe1e467e4c448c46aed6171bedfd11415746756c3c7e8372", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of loosely related Transformers bugs and regressions, not true duplicates. The only near-theme overlap is around v5 pipeline removals, but even those issues target different symptoms (runtime messaging vs stale docs).", + "confidence": 0.33, + "canonical_issue_reason": "issue:43749 is the strongest single representative: it is a concrete, high-impact loading regression with the most follow-up activity/inbound references, whereas most other items are narrower, model-specific, or doc-only bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best global issue to anchor triage because it has broad impact and the clearest evidence of ongoing user pain; the rest of the set is too heterogeneous to serve as a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs an MPS histogram kernel type error in moe." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 error-message mismatch about removed pipeline tasks; the other is incorrect SigLIP2 outputs with AutoModel/pipeline." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated areas: loading AutoImageProcessor from URL vs a Jinja/template compilation TypeError." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths and symptoms: void segmentation maps vs CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related v5 theme, but not the same bug: runtime error wording vs stale documentation references." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline-task docs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: Blip2 dtype handling vs Apple Silicon caching allocator warmup TypeError." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer issues, but one is LayoutLMv2 NER/padding crashes and the other is AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference mismatches, but they affect different models and root causes (CPU offload device mismatch vs bfloat16 dtype mismatch)." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset malfunction is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading regressions: gguf_file handling vs EMBEDDIA/est-roberta tokenizer loading on v5." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: OmDet-Turbo preprocessing size mismatch vs dtype mismatches in inference." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend install issue is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to generic bfloat16 dtype mismatch behavior." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer failures: Mistral regex patch AttributeError vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM output regression is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Both involve model loading/weights, but they are different models and different failure modes." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tied-weights warnings, but they concern different Qwen variants and different incorrect tie behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and float16 AMP crash are separate runtime issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are exception-handling bugs, but in different functions with different trigger conditions and fixes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug does not match the RTDetrV2 output regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables in multimodal token counting is a different bug from removed auto_mappings configs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are v5 loading regressions, but one is junk-filled non-persistent buffers and the other is FSDP CPU RAM-efficient loading; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:39692|issue:44912", + "issue:44568|issue:45488", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43531|issue:45042", + "issue:43643|issue:45759", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582" + ], + "prepared_review_unit_hash": "16b6e786a0487ba25a8aeea1c842203e2f75b4b3ee673dba2dc45e05f3a165b6", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizer, loading, video, vision, trainer) but not the same concrete bug or code path. I would not merge any of the soft edges.", + "confidence": 0.11, + "canonical_issue_reason": "Issue 45488 is the most concrete, actionable, and broadly impactful standalone bug report in the set, but it does not appear duplicate to the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 has a clear failure mode, impacted model family, and user-visible regression, making it the strongest representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decoding and MXFP4 quantization fallback are unrelated bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index error in training a Bert model is not the same as evaluate-after-train state breakage." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability output and OmDet-Turbo image-size mismatch are distinct model/processor issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 loading failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure in AyaVision and Blip2 dtype not propagating are separate loading/generation problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessor label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Missing GenerationMixin import and Jupyter custom-model initialization failure are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are unrelated trainer/processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example problems do not match the MXFP4 quantization loading regression." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mDeBERTa special-token insertion and LlamaTokenizer ByteLevel/Metaspace override are different tokenizer regressions." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and multimodal token counting are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking and OmDet processor image resolution mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are distinct loading issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaulting and Whisper batch_decode behavior are different processor bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "These are both tokenizer regressions, but the failure modes differ: BOS/EOS omission versus codec/fix_mistral_regex handling." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and composite config text_config unwrapping are different config-loading bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are not the same code-path problem." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal token helpers and batched video processor shape errors are separate video-path bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high perplexity on gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video, but one is undefined helper usage in token counting and the other is a broader generation regression across models." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and general tokenization-version changes are not the same underlying issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MoE weight conversion/loading and Qwen3-VL shape mismatch are unrelated model-loading failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 visual-encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading and Apple Silicon warmup TypeError 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": 16, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:41720|issue:43540", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:43317|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44560", + "issue:42915|issue:44821", + "issue:43540|issue:44479", + "issue:43927|issue:44912", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:43452|issue:44488", + "issue:42175|issue:43824", + "issue:43526|issue:45479", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "61a637f49b029e3774b9e579a6a7c9afd9f24af7228bee6e136c10ab835e2fbd", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues. Only two soft pairs look like true duplicates: the Qwen video-input regression pair and the SigLIP2 behavior discrepancy pair. I\u2019d use the broad Qwen video regression as the representative issue.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44479 is the broadest, most representative bug in the set: a v5.3.0 video-input regression affecting multiple Qwen variants, with a clear duplicate-style companion in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue because it describes a concrete, cross-model regression with strong user impact and likely duplicate traction; it is more central than the narrower, model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-family failures, but one is auto device mapping/cuda assert and the other is video-input parsing in Qwen3OmniMoe; different code paths and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different areas: init_empty_weights/_is_hf_initialized vs PIL image processor torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: Qwen3Moe FP8 loading vs MobileLLM key error." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated bugs: Mac bus error with CLIP vs TrainerState token counting not updating." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same underlying 5.3.0 Qwen video-input regression, specifically incorrect video-position handling for qwen2.5-vl." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different loading problems: a specific model load regression vs tokenizer max_length handling." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video inputs, but the affected models and concrete errors differ enough to treat as separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No common underlying bug; Qwen3Moe FP8 config vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and are not clearly the same code-path failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 loading/fallback are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific issues: Qwen3 MOE loading with accelerate/deepspeed vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they concern different architectures and distinct dtype-mismatch bugs." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No overlap beyond being model-loading/configuration issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion/loading bug is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model correctness issues, but different models and different failure mechanisms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to flash-attention s_aux=None crash." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is AddedToken argument duplication and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different subsystems and symptoms: model key lookup vs init_empty_weights argument incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a different issue is not the same bug as the Qwen2.5-VL video regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are separate release regressions." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/loading, but one is FSDP CPU-efficient loading and the other is mmap/OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and custom compute_loss signature mismatch are different trainer API issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer construction error and Mistral regex patch crash are distinct failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is generic trust_remote_code AutoConfig behavior and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import regression and TensorFlow-backend packaging issue are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model behaving incorrectly in HF compared with expected/original behavior, with matching model family and symptom class." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breaks in general and a specific model failing to load are not clearly the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue vs missing Qwen2_5_VL export import error." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label-reduction bug in BeitImageProcessorFast is unrelated to degenerate zero-loss classification behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are different code paths with no shared concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The issue selection and pair judgments are conservative and grounded in the packet. The canonical choice of 44479 is well supported by the titles, and the two accepted soft pairs (44479/45381 and 43493/43994) are plausible duplicates without overclaiming. No clear overstatement or mergeability problem is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:38175", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704", + "issue:28282|issue:29127", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:43643|issue:44561", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:42175|issue:44488", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295" + ], + "prepared_review_unit_hash": "0306d7771edab73e928e225dd762e40c73688ee9f4de28cbad6c7680ff76223e", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35268, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share a broad subsystem theme (tokenizers, loading, vision, tied weights, configs) but not the same concrete bug or mergeable code-path. I rejected all soft edges as likely false positives.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items span unrelated bugs; if a placeholder anchor is needed, issue 24643 is the most discussed and self-contained report, but it does not subsume the others.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "Issue 24643 is the strongest general anchor by discussion activity and a clearly reproducible failure, but it is not a duplicate target for the rest of the set.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is missing PyTorch in the environment, the other is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer/image-processing internals, but one is a torchvision dependency regression and the other is a Mistral regex crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen/vision positional handling, but the affected models and failure modes differ materially." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings config references are separate maintenance issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: one is a MobileLLM key lookup error, the other is a Float8 storage lookup/type error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor cached_file kwargs are unrelated API concerns." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import vs. LayoutLMv3 box-validation messaging are unrelated problems." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference mismatch and Qwen3.5 checkpoint serialization regressions are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but chat-template batching and video position IDs are distinct defects." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breakage." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate bugs." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "An Apple Silicon TypeError in caching_allocator_warmup is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failures and Blip2 dtype propagation are different model-loading issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver positional interpolation are unrelated fixes." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading workflows, but gguf_file handling and offline model_info calls are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but batched padding behavior and tool-call messages with no content are different edge cases." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is broader translation-model behavior; not clearly the same code-path bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging for TensorFlow extra and loading cjvt/sleng-bert are unrelated issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 loading and trainer.evaluate() failure after train do not share a concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "A processor.tokenizer regression and a Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are distinct." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token problems, but they affect different tokenizers and different underlying behaviors." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimensionality failure and LayoutLMv3 box-error messaging are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and a processor.tokenizer regression are unrelated model/processor 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": 16, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588" + ], + "soft_pairs": [ + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43577|issue:45588", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:43329|issue:45325", + "issue:43688|issue:43749", + "issue:33666|issue:36010", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43756|issue:44913" + ], + "prepared_review_unit_hash": "553019f655697dc9e055e0bffad575d07a794bbf7f6d77a02cd366aac4462e0e", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37159, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports across tokenizers, trainers, multimodal processors, and model-loading regressions. I did not find any soft pair that looks like the same underlying bug/change; several are only loosely similar by subsystem or version/regression theme.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44843 is the best representative of the set because it is a broad, user-facing tokenizer-loading regression in a core code path and is more likely than the others to attract duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest global anchor: it is cross-cutting, actionable, and affects a common API surface rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different failures in different tokenizer classes; one is an AttributeError in MLuke tasks, the other is AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token special-token decode bug vs MLuke task AttributeError; same area only at a very high level." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor void-segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and different bugs: dtype propagation in Blip2 vs RTDetr output drift in v5." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/cache behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline model_info() patching and the other is a model-specific tokenizer failure." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "43906 is an isolated reproduction of a different issue, not the same A800 cudaErrorAssert failure." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs trainer.evaluate() failing after train; no shared code path." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is implementation divergence from a remote model." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with loading facebook/MobileLLM-125M." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype loading bug vs flash_attention.py crashing on s_aux=None; different subsystems and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode issue is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model families and failure modes; no shared underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error vs TrainerState num_input_tokens_seen not updating; separate trainer bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization differences across versions are not the same as the isolated reproduction of another issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading bug and BitNet packed-weight unpacking bug affect different loaders and models." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model-loading regressions with different root causes; too broad to merge." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch-missing ImportError and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained preset loading and OmDet-Turbo input-size mismatch are distinct bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they affect different APIs and likely different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 cudaErrorAssert in auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM-125M loading key error and AutoImageProcessor-from-URL failure are different load paths." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helper/merge_size in multimodal token counting is unrelated to Qwen2.5-VL rope-index scaling for still images." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "MoE auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and save_pretrained visual-encoder key regression are separate issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute problems, but one is Llama4 pad_token_id and the other is StableLm pad_token_idx after v5.0; different models and fields." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are not the same code-path problem." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload loss are unrelated configuration 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": 16, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43688|issue:45701", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "429d314ea55ed81cf4eb310591d0ca20d4d9066a75c17163bbc7ca2fd24f5809", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37898, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly connect unrelated bugs across loading, config, training, tokenizer, and multimodal code paths. I found no true duplicate pairs to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is representative; the items split into many unrelated subtopics and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out as a faithful representative of the cluster; at most, the items form several separate mini-clusters rather than one shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task messaging; different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe vs image-preprocessor dtype mismatch in Mistral-3; unrelated model paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure in BitNet vs DiaConfig token-id persistence bug; different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs DiaConfig save/load token IDs; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing ImportError vs Trainer _gpu_broadcast_one NoneType error; unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError vs MacOS bus error on CLIP; different environment and runtime issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config vs missing pad_token_idx in StableLmConfig; similar wording only." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; separate problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization bug vs T5 apex RMSNorm memory leak; no shared underlying defect." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request vs custom Trainer compute_loss signature breakage; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example/model-processor mismatch vs SigLIP2 HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLukeTokenizer AttributeError; unrelated load/tokenizer issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs PEFT version bump to unreleased release; no shared bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video regression in Qwen models vs num_labels propagation in Qwen3.5 config; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs Qwen3.5 flash-attention generation bug; not the same path." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient blow-up; unrelated training semantics." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert vs offline hub regression in AutoTokenizer; different causes." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer count bug vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token-type default vs multi-GPU inference OOM; not a duplicate." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift across train/eval vs abnormal gradient increase under ZeRO-3; separate numerical issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE loading/weight-conversion issue vs Qwen3VL MoE dev-breakage; related model family but different concrete bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs inconsistent lm_head.weight serialization; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs missing Float8 storage object; unrelated import/runtime errors." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example problems vs v4.57.5 custom processor/tokenizer regression; not the same underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization vs tokenization changes across versions; no shared defect." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13; different incompatibilities." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading failure in Beit vs device mismatch in bark-small CPU offload; different models and bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "serve continuous-batching multimodal crash vs KV-cache continuation tensor indexing bug; separate server paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights unexpected argument; unrelated config/init issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence bug vs MLukeTokenizer task AttributeError; different failure mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for a model vs version bump of MIN_PEFT_VERSION; no common bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy field loading issue vs BigBirdTokenizer special-token registration bug; different tokenizer/model surfaces." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:43688|issue:43873", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:39401|issue:44568", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:45200|issue:45325", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "52859ebe79c4e8e318376d22a29abbbd232157566af8d7d688f3949c4aecf29e", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34986, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated bug reports; the soft-similarity pairs are all superficial and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a safe anchor here: the items span unrelated tokenizer, generation, training, multimodal, and CI regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; none of the issues covers the cluster\u2019s disparate failure modes well enough to serve as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3.6 config handling, but one is num_labels propagation and the other is unwrapping text_config for multimodal from_config; different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a CPU offload device-mismatch with quantization, the other is a stale device override CI failure in GraniteSpeech; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus model test and a MIN_PEFT_VERSION release mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Model/pipeline nonsense outputs and unexpected position-id keys point to different failures and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI test failures are unrelated to MLflow job-status reporting." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and loading a multimodal model are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compilation error for non-template nodes is not the same as a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct issues." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support is unrelated to unexpected zero probabilities in siglip2." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version check guarding AuxRequest imports." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization regressions, but one is a specific mdeberta-v3-base special-token bug and the other is a broader version-dependent tokenization change." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma 4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus and Qwen3.5 output_hidden_states are separate generation/config bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 dtype mismatches in inference do not match Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset_mapping errors for Qwen3 and BOS/EOS insertion failures for mdeberta-v3-base are not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in evaluate and resume_from_checkpoint key mismatch are unrelated training-state issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init has no concrete overlap with the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index temporal scaling are different multimodal configuration bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression when passing images is unrelated to OmDet-Turbo\u2019s 640px-vs-224px preprocessing mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "They share a missing-pad_token_id symptom, but they affect different config classes and model families, so they are not clearly the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent serialized tied weights and LoRA merge collapse are different problems in different parts of the stack." + } + ] + }, + "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": 16, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43873|issue:44464", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "649645b42f2d9c3bf57bfcbe416a86255fc3373d43c37ac16dda9e975322bd00", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37798, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not contain any clear duplicate issue/PR cluster. All proposed soft pairs are false positives: they share broad Transformers themes but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue emerges from this batch because the items cover unrelated regressions across imports, processors, training, tokenizers, and model-specific behavior. If one issue must anchor the set, issue:43824 is the strongest candidate because it is a concrete top-level import regression with many references and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best global issue candidate: it is a crisp, user-visible regression, has the strongest duplicate-magnet signals (inbound refs/discussion), and describes a narrowly reproducible import failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver non-default resolution handling vs RT-DETR model memory release." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different failure classes: SigLIP2 implementation mismatch vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are import/load regressions, but for unrelated code paths and models." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve v5 model/config compatibility, but one is a missing config field and the other is a model load failure for a specific repo." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Shared v5 breakage theme only; config field omission and meta-device loading are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to batched video shape handling." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different symptoms and code paths: missing exported class import vs incorrect detokenization." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Gradient explosion in DeepSpeed ZeRO-3 is unrelated to trainer.evaluate() state after train()." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat-template related, but one is a padding=False crash on batched inputs while the other is all-zero assistant masks for multimodal prompts." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and problems: SigLIP2 output issue vs RT-DETR memory cleanup." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 inference mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer families and failures: FastSpeech2Conformer loading vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and modules." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities in pipeline/model output and the other is divergence from original JAX implementation." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to a missing top-level import symbol." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline API topics, but one is pipeline removal fallout and the other is a specific TextClassificationPipeline doc mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to the GraniteSpeech CI device-override test." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape bug is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling is unrelated to Qwen2-57B-A14B-Instruct OOM under tensor parallel loading." + }, + { + "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:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary merge collapse is unrelated to the categories upper-bound runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg crash and Whisper empty-transcription failure are unrelated processor bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shapes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different systems entirely: DAC latent decoding vs GraniteSpeech CI device override." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo image size mismatch is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to Torch 2.10 compatibility." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are training-loss bugs, but one is AMP/CUDA crash and the other is missing auxiliary losses in D-FINE." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve chat/template or multimodal inputs, but one crashes on assistant tool-call messages and the other reports wrong vision_position_ids." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression is unrelated to a pipeline error message suggesting unsupported translation tasks." + } + ] + }, + "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": 16, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:43550", + "issue:44561|issue:44779", + "issue:37428|issue:44351", + "issue:44462|issue:44561", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:44855|issue:45083", + "issue:43404|issue:45200", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:45198|issue:45803", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "f685b6d7f7ef5f7432b4b46875a6f8ca4a9c36644f642e92a718d4fb58441a68", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38848, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate is convincing: the two identical Qwen3.5 MoE from_pretrained error reports. The rest are distinct issues across different models, APIs, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the better canonical for the Qwen3.5 MoE from_pretrained failure: it appeared first, has the same exact title as 45478, and looks like the fuller original report; 45478 is a duplicate re-report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best issue to keep as the representative because it most clearly names the concrete bug and predates the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Gemma 4 text-only fine-tuning token-type defaults vs a flash_attention.py crash on sink-less models." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different components and failures: Bark CPU offload device mismatch vs a qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output mismatch across versions vs Qwen3.5. modular recurrent-state reset with cache." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config bug vs Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated regressions: trust_remote_code breakage from a removed utility vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and subsystems (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading issue, not the v5 trust_remote_code utility removal breakage." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General model-loading breakage vs a specific Qwen3-VL weight-shape mismatch; not the same underlying defect." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different tensor/label bugs: gather_for_metrics truncation vs BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors vs a fast image processor label handling bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC latent/forward mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different model families and symptoms: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated runtime problems: FlashAttention 2 test failures vs Trainer _gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing issue in DebertaV2Model vs helper output-length logic in qwen3_omni_moe." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Distinct generation/tie-weight bug vs Gemma 4 multimodal token-type defaulting." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical title and same concrete Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a duplicate report." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/example issues are not the same as broad position-id key warnings." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/runtime failures: Bamba SDPA torch.compile vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers layer creation vs qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT pretrained preset loading with a legacy field." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different Qwen-related failures with different causes: NVFP4 runtime error vs missing flash_attn import on Python 3.13." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different symptoms and models: Pegasus output drift vs DeepSeek tokenizer correctness on v5." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability issue is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adds extra spacing after added tokens, while the other issue is about output embeddings being reinitialized on resize." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different bfloat16/ dtype mismatch failures in different models, not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different Qwen/Gemma issues: flash-attention generation problems vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is a different failure mode from GraniteSpeech device-override CI flakiness." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and root causes: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception handling hiding real errors is unrelated to leftover dummy classes and repo checks." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is a different bug than a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure contexts: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer NoneType broadcast exception." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset / multi-image prompt failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical stability/runtime issues in different models, not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative overall. The only accepted soft duplicate is the exact-title Qwen3.5 MoE from_pretrained pair, which is well supported by the data. The remaining pair rejections are phrased cautiously and align with the distinct titles/subsystems shown in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:45372|issue:45588", + "issue:43927|issue:45698", + "issue:44977|issue:45563", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:43066|issue:44462", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:44206|issue:44479", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "d9df7bbde41786b7761cc618c806864e8062f8765795bada5a99e6617743060f", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: tokenizer, loading, export, flash-attention, quantization, and runtime issues mixed together. None of the soft pairs look like true duplicates or mergeable change-equivalents. Issue 43873 is the broadest representative, but the cluster is not a tight duplicate family.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 43873 is the broadest, most active open report here and works best as a representative anchor, though it does not actually duplicate the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the widest scope and strongest discussion/inbound-ref signal among the issues, making it the best single issue representative of this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression vs embedding reinit after resize; different code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch vs a qwen3_omni_moe helper-function behavior issue; unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Missing ReasoningEffort import vs flash_attention s_aux=None crash; not the same failure." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load config field loss vs wrong custom module resolution after save_pretrained; related lifecycle, but distinct bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression vs stale warning in paged generate; different behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure vs _get_feat_extract_output_lengths behavior; unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv support issue vs flash_attention attribute crash; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs AutoTokenizer ignoring tokenizer.json; same area, but different bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError vs stale warning text; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading problem vs unexpected position-id key warning; not the same issue." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; no shared bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError for ReasoningEffort vs protobuf-error masking in tokenizer code; distinct import/error-handling bugs." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules/code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-time dtype drift vs gradient-checkpointing being unsupported in eval; different problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output between v4 and v5 vs serialization of tied weights depending on device; not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in image loss vs flash_attention s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs memory not released on delete; different symptoms and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent state reset with cache; different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure vs Python 3.13 flash_attn import KeyError; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; both tokenizer-related but not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export check failure vs save_pretrained/tokenization failure; unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility bug vs model divergence from remote implementation; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "AutoModel/pipeline nonsensical output vs RT-DETR memory release issue; different failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantized inference/config failure vs quantized model saving failure; same broad domain, but different concrete bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "eos_token_id config mismatch vs flash-attention generation regression; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime tokenizer post-processor update feature request vs Gemma3 NaN embeddings on GPU; different topics." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg vs video-input regression in Qwen VL models; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder vs model-output mismatch; 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": 16, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:42915|issue:43931", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:43441|issue:45588", + "issue:43452|issue:45588", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701" + ], + "prepared_review_unit_hash": "f1a8f439ca48e3be6c6d42e91cc82008e5468976ad82d5009ee3916cc2376062", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated reports across transformers subsystems; I don\u2019t see a true duplicate cluster. All soft edges look like broad thematic similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "If a representative issue must be chosen, issue 45372 is the clearest and most actionable report: it has a concrete import failure, version scope, and downstream processor-loading impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the strongest standalone issue in this set because it is specific, reproducible, and clearly explains a user-facing breakage path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different failures in unrelated areas: Flash Attention 2 test instability vs image processor void segmentation handling." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both mention transformers serve, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different model families and bugs: MacOS bus error on CLIP vs SigLIP2 doc/example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counting update are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Input resolution mismatch for OmDet-Turbo is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both touch memory/quantization, but one is offloading behavior and the other is multi-GPU OOM for a specific model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation divergence reports, but they concern different models and different defects." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Same broader Gemma4 area, but one is a mistral_common import dependency issue and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading failure and MPS attention correctness are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are distinct training issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bug classes: dtype change in eval vs undefined variables in multimodal token counting video branch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model-specific runtime failures: cudaErrorAssert on Qwen3 vs OOM on Gemma4 31B." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Native implementation divergence is unrelated to missing auxiliary losses when denoising is off." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures are unrelated to GenerationMixin import errors." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading issue and Qwen3-MoE sliding_window behavior are different defects." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are unrelated preprocessing issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs a generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction bug and float16/CUDA loss crash are different components and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Beit label reduction and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported center argument in LasrFeatureExtractor are different processor bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 regression and the other is null-handling for sink-less models." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading via AutoTokenizer/AutoModelForCausalLM is unrelated to flash-attention s_aux null handling." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in Qwen3.5 modular code and Whisper skip_special_tokens behavior are different problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and checkpoint resume key 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": 16, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:44464|issue:45491", + "issue:44442|issue:45803", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45072|issue:45229", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:43316|issue:43525", + "issue:28218|issue:29127", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43761|issue:44188", + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43994|issue:44206", + "issue:43295|issue:45584" + ], + "prepared_review_unit_hash": "6e4375c362c714d1eacc015622fe8d19b3868b46e75c7e6035b9801b4d25adf7", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs share only a broad theme (loading, OOM, regressions, serialization) but not the same concrete bug or change, so no soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45491 is the clearest standalone bug report here: a specific, reproducible GPU NaN regression tied to sliding-window attention and mixed-length batching.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45491 is the best representative issue because it has a focused failure mode, clear environment constraints, and a plausible code-path root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different failures: compiled-forward inconsistency vs. NaNs from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except error swallowing are unrelated bugs in different code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Clarity of an error message in LayoutLMv3 is unrelated to embedding reinitialization after resizing tokens." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Flash-attention generation trouble and empty-transcription handling after align_special_tokens are separate code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP and zero probabilities on SigLIP2 are different model/runtime bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Crash on s_aux=None in flash_attention is unrelated to stale auto_mappings references in CI." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models and chat-template tool-call crashes are distinct issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE implementation divergence do not share the same root cause." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure and Perceiver image-classification resolution handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example/model mismatch and GPU NaNs in mixed-length batching are not the same underlying problem." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantized offloading behavior are separate concerns." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "SDPA + torch.compile failure in Bamba and recurrent-state reset in Qwen3.5 are different code-path bugs." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output corruption and LASR feature extractor center-arg crash are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Processor/tokenizer regression and Whisper empty-transcription handling are different APIs and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Added-token spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating do not share a concrete root cause." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both loading regressions, but they involve different versions and mechanisms (Llama vision model load vs base_model_prefix handling)." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is dequantized-model saving and the other is loading the wrong custom module after save_pretrained." + } + ] + }, + "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": 16, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:32090|issue:33290", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43720|issue:44442", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:29127|issue:33357", + "issue:43540|issue:44514", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:33290|issue:34689", + "issue:42175|issue:43316", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "87eb556f1627daebf5afebd07dbd9c3e9e9d827d48b543adecbc7f05373a9217", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36309, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft links mostly reflect broad topical similarity (config loading, multimodal processors, deepspeed, tokenizers) rather than the same underlying bug. I would not merge any of the proposed soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "No strong canonical issue: the items span many unrelated regressions, and the soft links are mostly superficial thematic matches rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; issue 43316 is the closest thematic anchor for the config/API subset, but it does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but they hit different model families and different code paths; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token handling and zero-loss classification are unrelated failures." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both involve trainer/deepspeed, but one is a NoneType broadcast error and the other is an Adafactor OOM." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but for different symbols and different processor stacks." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other resets a hyperparameter on reload." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading and tokenizer loading are different failures with no shared concrete code path." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Example-script dataset loading and unrecognized model config errors are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and eos_token_id inconsistency are distinct issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression and GenerationMixin import failure are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MoE memory usage are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A post_init policy change and a video input regression do not share the same underlying defect." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing and DeepSpeed deque underflow are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but OOM from Adafactor and double optimizer-step calls are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation and a CLIP bus error on macOS are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but the failures occur in different processor APIs and different inputs." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval behavior and MobileLLM key-loading are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config API discrepancy and strict granite_speech config loading are different model-config problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed OOM and Llama 3.2 model-loading breakage do not share a code path." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Package/backend installation and model config API mismatch are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape regression and missing PyTorch import are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are distinct model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "A tied-weight bug and a FlashAttention failure are different model/runtime problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs handling and gather_for_metrics label dropping are unrelated trainer issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/image regression and pipeline error-message wording are not the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline image-processor lookup and a missing SAM3 video output attribute are different failures." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS-token config mismatch and Whisper empty transcription after alignment are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key 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": 16, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:43065|issue:44617", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:43673|issue:44743", + "issue:44936|issue:45698", + "issue:43761|issue:44242", + "issue:41720|issue:43575", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44617|issue:45584", + "issue:43906|issue:45290", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44737|issue:45803", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "c232b5dad56d77fe7deea3f9702d1619dfbe9ddeeaeada2f2aaa8ffe4b7bca1b", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas such as multimodal regressions, model loading, trainer API changes, OOMs, cache behavior, docs, and CI/test breakages. I do not see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44521 is the most active and externally referenced item here, so it is the best representative if one issue must be chosen, but the cluster does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the strongest signal for prominence (open, more inbound references, and higher discussion) compared with the rest of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab collapse on tied embeddings vs Gemma 4 multimodal token-type IDs defaulting behavior." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression classes: custom model code accessing processor.tokenizer/images vs eos_token_id config inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input vision_position_ids bug are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor+Deepspeed is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer memory blowup and Trainer compute_loss signature mismatch are separate problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation issue and the other is a video-model OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM vs MobileLLM loading KeyError are not the same failure." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage and missing model_type config are distinct model-loading paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failure is unrelated to Qwen2 TP loading OOM." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage differs from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "General cache missing in v5.0.0 during chunked prefill is not the same as Qwen3.5 recurrent-state reset in modular code." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train and wrong custom module loading after save_pretrained are different lifecycle bugs." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states being None and load-balancing loss omission are unrelated model behaviors." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is a different failure mode from tensor-parallel OOM." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and junk-filled non-persistent buffers are separate v5 issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache indexing crash affect different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on model load is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is too vague to match the specific chat-template tool-call crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a broken Siglip2 pipeline/AutoModel result." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are distinct." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cuda assert and category-count limit runtime error have no substantive overlap." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading Phi-4 multimodal-instruct." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation and a bare-except swallowing interrupts in FuyuBatchFeature are different defects." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated CI issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong video vision_position_ids are both multimodal, but they are different bugs in different stages." + } + ] + }, + "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": 16, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:43761|issue:44743", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43116|issue:44190", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "06d41d23e579231d0f319c72e2677a15550333abdda0a6c9d188cdaa99ee5109", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose collection of mostly unrelated Transformers bug reports; no pull requests. The soft pairs mostly share superficial subsystem words but not the same concrete bug, so I reject all of them and use the broad v5 compatibility regression as the best representative issue.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44561 is the clearest broad regression in the set: a specific API removal in v5 breaking multiple trust_remote_code models, with explicit failure mode and broader impact than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest standalone anchor because it has a concrete root cause, cross-cutting impact, and looks more representative of the cluster\u2019s regression/compatibility theme than the one-off model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 tied-weight/serialization problems, but one is LoRA merge collapse and the other is incorrect visual encoder keys; different codepaths and failures." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Config construction bug vs Python 3.13 JIT parsing/IndentationError; unrelated issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config strictness, but they concern different models and different fields (`post_init` vs granite_speech loading)." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on v5 vs GPTNeoX rotary_pct not preserved on reload; distinct state/serialization bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs tensorboard-without-TensorFlow backend error; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support issue vs decorator/comment parsing error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs local dataset loading in an example script; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache indexing bug; different codepaths." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVision hidden_states regression vs recurrent state reset in modular_qwen3_5; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model/config loading failure vs bare except swallowing errors; no shared underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tied-weights issue vs Whisper empty transcription after token alignment; different behavior and model path." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale device override test vs removed Sam3LiteText auto-mapping references; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/add-data issue vs fbank feature extraction bug; not duplicates." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty results vs local dataset loading; separate example-script issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug vs example dataset loading failure; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regression-style issues, but one is processor/tokenizer API breakage and the other is tied-embedding resize behavior; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error vs Whisper empty transcription; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained checkpoint regression; different models and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 multimodal config issues, but one is default initialization from None and the other is a missing strict field; distinct bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import/export failures, but they involve different symbols (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`) and likely different fixes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenization crash vs serve KV-cache continuation bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs stale warning for num_return_sequences; different generation bugs." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder; unrelated model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/version gating, but one is a torch>=2.9 compile failure and the other is an incorrect import version check; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of lm_head.weight vs GPTNeoX rotary_pct reload; distinct issues." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "API removal breaking trust_remote_code models vs local cache-path collision; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache indexing crash vs trust_remote_code cache path collision; different subsystems and failures." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import taking long sometimes vs unsafe sys.modules access; not duplicates." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:44964|issue:45600", + "issue:41950|issue:44016", + "issue:44112|issue:44964", + "issue:43388|issue:43688", + "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:44242|issue:45200", + "issue:43901|issue:44496", + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43388|issue:43827" + ], + "prepared_review_unit_hash": "794dcb2847e00911526ddaa418dc79c0eb266be5fcd6679cb6125af3e54595eb", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, regressions, and docs/CI issues rather than one tight duplicate set. The only plausible duplicate edge is the generic import-regression report and the specific HybridCache import error.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes the broader post-upgrade import-regression pattern, which can naturally subsume the specific HybridCache import failure. Most other items are narrower and unrelated to this class of failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and actionable issue for the cluster because it captures the shared import-breakage regression at a higher level, while the other reports are largely unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules; no clear shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both relate to model/config loading, but one is a trust_remote_code config-fields issue and the other is a model_type recognition failure; too different." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "One is a Gemma4Processor serve-time tokenizer attribute error; the other is a trust_remote_code cache-path collision. Different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation behaviors and different failure modes; only loosely related by generation code." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are separate problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline-image-processor bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are different code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both concern training/eval utilities, but one is metric gathering and the other is auxiliary-loss normalization; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention loading issues are distinct model/runtime failures." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI escape output in loading reports have no shared underlying change." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; not the same underlying issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint regression are different concrete bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and text-classification docs wording differ completely." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend in an extra install and a generic dependency issue are too vague and not clearly the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3VL save/load regressions, but they affect different artifacts and serialization paths; not clearly one bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized-model loading and composite Qwen config unwrapping are related only broadly, not the same concrete failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are separate modeling issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and a model config loading error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and broad remote_code breakage are not the same underlying problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and PEFT version pinning are different dependency issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": true, + "reason": "Both describe import failures after a Transformers upgrade; 45278 is the umbrella regression and 44351 is a concrete instance of the same import-breakage class." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric-gathering tuple handling and outdated docs referencing pipeline() are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is a reasonable umbrella for the specific HybridCache import failure in issue:44351, and the other soft-edge rejections are conservative given only the titles/body summaries available. No clear overstatement or non-mergeable PR-pair problem appears." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:32090|issue:35141", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:44297|issue:44462", + "issue:41950|issue:43650", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44279", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "6efb4abbc3a2632959b0a9fffa926e2ff470b205eeffa306bd6d463616d2466b", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated Transformers issues. The pairwise titles only show loose thematic overlap (tokenizers, multimodal models, quantization, pipeline docs), but not the same underlying bug or mergeable change, so no soft-edge duplicates are accepted.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical issue emerges because the cluster is heterogeneous; if a representative is needed, issue 44462 is the broadest tokenizer-loading regression and closest to the cluster\u2019s center of gravity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative because it is a concrete, user-facing regression in core loading behavior and overlaps superficially with several other tokenizer-related reports, while still being specific enough to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: one is multimodal config defaults for missing vision/audio configs; the other is Llama4Config missing pad_token_id. Both are initialization issues, but not the same code path." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5-VL export and the other is a nonexistent image_utils import. Different symbols, different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash. Separate defects in different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated runtime issues: flex_attention/torch compatibility versus a tensorboard-without-TensorFlow backend error. No shared underlying fix." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "The first is a Trainer GPU broadcast TypeError; the second is embedding reinitialization during post_init. Both mention model initialization, but they are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue versus an incorrect PEFT version bump. Not the same failure and not a single code-path fix." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and different root causes (Qwen3VL MoE loading vs GLM-4.7-Flash test loading)." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure is unrelated to TextClassificationPipeline docs mentioning return_all_scores. Different documentation problems." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Both are performance/model-runtime issues around vision models, but one reports zero probabilities in SigLIP2 and the other CUDA OOM in Sam3Video. Not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions involving tokenizers, but one is processor.tokenizer / image passing behavior and the other is DeepSeek tokenizer output correctness. Different APIs and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer serialization/loading, but one is save_pretrained writing the wrong tokenizer_class and the other is AutoTokenizer ignoring tokenizer.json. Distinct issues." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a generic 'ADD THE DATA' issue are unrelated; no meaningful duplication." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json selection and the other is DeepSeek tokenization correctness. Too broad to merge." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal chat/template behavior, but one is all-zero assistant masks and the other is Qwen2.5-VL rope index temporal scaling. Different functions and outcomes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to a generic dependency issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version breakage, but one is Python 3.9+/3.10+ support and the other is loading physical-intelligence/fast. No shared code-path bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(transformers). Different cleanup targets." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug versus a vague dependency issue. No same underlying defect." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are ML/GLM-related precision or indexing concerns, but one is an MLA layernorm config epsilon issue and the other is torch.split return values. Not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and device_map=auto dequantized offload failure are both around quantization, but they affect different stages and different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern embedding/weight resizing and serialization, but one is inconsistent lm_head.weight saving with tied weights and the other is Gemma4 resize_token_embeddings not updating per-layer/output embeddings. Related area, different bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default resolution classification failing despite interpolate_pos_encoding=True." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic issue title versus apply_chat_template crashing on assistant tool-call messages; no overlap in underlying functionality." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral FlashAttention failure in v5 RC and compiled flex_attention failing on torch >= 2.9 are both attention-related, but one is model-specific and the other is a torch-version compatibility break." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load problems with no shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading trouble and ESM2 broken workflows are too broad and refer to different subsystems/models." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save/export file omissions versus a slowdown after upgrading Transformers. No common root cause." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and DeepSeek tokenizer regression are both model correctness issues, but they concern different models and code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer mask token registration and D-FINE auxiliary loss behavior are unrelated; one is tokenizer special-token handling, the other is model loss computation." + } + ] + }, + "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": 16, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43475", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44987", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44361|issue:45593", + "issue:44987|issue:45542", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43475|issue:44016", + "issue:43525|issue:45759", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44462|issue:45356", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "0b4cca80c424b7d0235e7b07108182cba02a031c073cadd692636455c95ce958", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: import/export regressions, tokenizer/model-loading bugs, processor shape issues, attention-kernel behavior, and a few docs/perf reports. I do not see any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set; if one must be chosen, issue:44521 is the most active and broadly framed, but the cluster is mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active/open and has the broadest multimodal symptom description, so it is the least arbitrary representative of this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime errors, but they involve different missing symbols and unrelated backend setups." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs/behavior mismatch; the other is a model/pipeline output correctness bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression vs an unrelated low-signal issue title; no shared code path." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different failures in different components: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and TensorFlow/tensorboard backend import issue are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to the init_empty_weights TypeError." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio sampling-rate defaulting and multimodal assistant-mask generation are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the gemma-4 zero3 loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIP hidden_states regression are separate code paths." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 missing attribute bug vs notebook syntax error; no overlap." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and text_config unwrapping are distinct config-handling bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "These are different model-loading problems affecting different models and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video-processor shape is not the same as a CUDA OOM." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but they target different model families and incompatibility scenarios; too broad to merge." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs intermittent import slowness are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission in loading_report and a wrong docstring are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export and Python-version incompatibility are different release issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary losses concern different models and loss paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention support gap vs a generic Flash Attention topic is too broad to treat as duplicate." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the gemma-4 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent import slowness and unrecognized model config are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features are separate preprocessing bugs." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json precedence and Kimi-K2.5 codec regression are different tokenizer issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols: Qwen2_5_VLImageProcessor vs is_offline_mode." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for unrelated exports and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44451", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:45362|issue:45375", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:43441|issue:43540", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44779|issue:45701", + "issue:43232|issue:44336", + "issue:45561|issue:45563", + "issue:36246|issue:43596", + "issue:41950|issue:44451", + "issue:45375|issue:45759", + "issue:43526|issue:45003", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "21ae3e1cdf9abdaf51aaa1f1efd4b4aab5bb075e5c39800e509b3e7a5ccae321", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformer bugs across imports, tokenizers, config loading, generation, deepspeed, and model-specific regressions. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative: it is a broad, user-facing import failure from the top-level transformers API and has multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue exemplar in this set because it is high-impact, broadly applicable, and more central than the narrowly scoped model- or backend-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different problems: GenerationMixin cache handling during chunked prefill vs removal of a utility breaking trust_remote_code imports." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a specific Qwen2.5 VL class is unrelated to a Python-version compatibility issue for the whole package." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python 3.9+/3.10+ support regression is not the same as failing to load one specific model due to config/model mapping." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to an eos_token_id configuration mismatch in Gemma-3." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MOE load-balancing loss logic and a CUDA AMP crash in LwDetrImageLoss are different code paths and defects." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 text-only fine-tuning needing default mm_token_type_ids." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "A chat/runtime crash for Qwen3.5-35B is not the same bug as a config field being dropped by strict loading." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access and a post-upgrade filtering slowdown are unrelated symptoms and subsystems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in Deepseek is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input validation are different model/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one blocks granite_speech loading while the other silently drops a Qwen vision field; different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize-embeddings bug is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44779", + "right": "issue:45701", + "accept": false, + "reason": "Deepseek tokenizer regression and a generic version-changes-tokenization report are too broad and not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs sync behavior is unrelated to ANSI codes emitted in loading_report." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import failure and a DeepSpeed ZeRO3 BertModel IndexError are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44451", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is unrelated to failure loading a specific BERT checkpoint." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing a Qwen vision config field is not the same as failing to unwrap text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is different from a ZeRO3 deque underflow." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a sam3_video/sam3_tracker model-type mismatch." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward pass is unrelated to Gemma 4 missing default mm_token_type_ids." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are separate import-time issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to import-time performance complaints." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing FPN position embedding attribute in Sam3 video output is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are entirely different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head serialization is not the same bug as resize_token_embeddings failing to update decoder.embed_tokens." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43673|issue:43827", + "issue:43232|issue:43673", + "issue:43452|issue:45003", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:42673|issue:43704", + "issue:42994|issue:43525" + ], + "prepared_review_unit_hash": "3928fbb0f702cd7bab7cc91f82817a16bedbf0eb8c3f61ddc4424d730c2e602c", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37257, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest differ by model, API surface, or failure mode and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more-discussed report of the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak also reported in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global representative because it is a true duplicate target with the clearest, earliest description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale indexer cache on second forward pass vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated DeepSpeed/ZERO3 from_pretrained issue vs optimizer step being called twice." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete problems: tie_word_embeddings warning vs flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths and symptoms: tied-weights warning vs optional post_init restriction." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but the failing code paths are different enough that they should not be merged." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file races in testing utils." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tied-embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/import problems: missing image_utils import vs protobuf decode-error masking." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenization/codec handling, but they describe different models and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch is different from processor.save_pretrained missing files." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 breakage, but one is custom model init and the other is ESM2-specific failure." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the reported data-filtering slowdown after upgrade." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache failure is not the same as docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation bugs: sync_gpus update handling vs missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing saved processor files is unrelated to a deepspeed double-step optimizer bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError is not the same as Sentence Transformers loading hang." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is unrelated to optimizer step being called twice." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Slow filtering after upgrade is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute is unrelated to missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report does not match the specific Gemma-4 zero3 loading issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different AttributeErrors in different subsystems: tokenizer patching vs auto-docstring processing." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they point to different missing symbols and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same underlying bug and effectively the same report: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:42673 vs issue:43704, is strongly supported by the identical titles and matching VRAM-leak description, with the earlier report reasonably chosen as canonical." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45405", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "fc306137d7ccbf523ae0488d79f0d399c21bce33f3b29cc87e59a9d308a4a856", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The only obvious near-duplicate theme is the repeated Qwen3.5 MoE from_pretrained failure, while the listed soft pairs are not the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the best canonical anchor because it is the clearest concrete bug report in the set and has an exact later duplicate-style counterpart in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most suitable representative issue: specific, actionable, and part of the only clear duplicate family here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different models and failures: SAM3 vision encoder attribute error vs tokenizer-mapping import path bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained regression." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different concrete problems: model-loading error vs missing deepstack_visual_indexes config field." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy drift is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and symptoms; vitpose CI breakage is not the Gemma 4 token-id default issue." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols with no shared code-path bug shown." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained FP8/moe bug is distinct from Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is batched-vs-single output mismatch from padding mask support; the other is MoE load-balancing loss logic." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and different failure causes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging backend dependency issue is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error and xdist file-race bug are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model load failure is not the same as the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race and auto_mappings CI breakage are separate issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behavior and different tokenizers." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and embedding reinitialization are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docstring mismatch is unrelated to a pytest-xdist race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs bug and janus image-generation test failure are not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: generation state update vs torch.compile attention-kernel branching." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype regression is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are separate import regressions." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto_docstring annotation crash do not share the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS regression are different issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different tokenizer logic." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3 family issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper and remote-code meta-init incompatibility are unrelated multimodal failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General v5 tokenization-space behavior and DeepSeek codec handling are separate tokenizer bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and dummy-class cleanup are unrelated maintenance 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": 16, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:44360", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:43479|issue:44913", + "issue:30990|issue:38175" + ], + "prepared_review_unit_hash": "2bb41230cc12819e518b1b50a2fa7ddbacdb8afc53d49fc8768589ada6543025", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38052, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the list is a mix of unrelated regressions, import errors, config issues, and save/load bugs. The closest mini-cluster is around save_pretrained/serialization, but even those are distinct failure modes.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44623 is the best anchor for the only coherent subtheme here (save/load serialization regressions): it is a concrete, actionable failure with a broad enough surface to sit near other save_pretrained-related reports, while the rest of the set is too heterogeneous for a stronger canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is the best overall representative for triage because it is specific, user-facing, and central to the save_pretrained cluster; however, it should not be treated as a true umbrella duplicate for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve output/behavior changes, but one is a global v5 tokenization-space cleanup change and the other is a model-specific v4/v5 output difference." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: Phi4MultimodalConfig default initialization vs ModelOutput key assignment when a field was previously None." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated bugs: torch.compile attention-kernel branching vs loading a specific multimodal model." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: reading a registered buffer fails vs deepspeed calling optimizer.step twice." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions, but one is tokenizer cleanup behavior and the other is a processor/tokenizer API break in v4.57.5." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing image_utils import and the other is leftover dummy classes leaking into torch-less namespace handling." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different subsystems: backend extras installation vs an import/export problem in image_utils." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE model saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a missing import from image_utils." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and duplicate optimizer stepping are unrelated failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding are separate code paths and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "One is a feature regression in LasrFeatureExtractor, the other is an auto-docstring crash under future annotations." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy degradation with FineGrainedFP8 is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but the underlying bug differs: FP8/MoE saving versus missing processor files." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and a Trainer signature change are unrelated training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules with no shared underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and flash-attention generation behavior for Qwen3.5 are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same bug as a from_pretrained error on Qwen3.5 MoE." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import availability and MLflow reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting in MLflow has no overlap with embeddings being reinitialized in post_init." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but one is about torch.split return values and the other is about a missing ReLU; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both reference save_pretrained, but one is FP8/MoE saving and the other is the default max_shard_size behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split indexing issue is not the same as remote-code checkpoint incompatibility with meta init." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output correctness are different distributed-inference bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a RoPE implementation discussion are not the same code-path problem." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching/padding crash and future-annotations docstring crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer corruption are different regression classes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Loading old remote-code checkpoints under v5 meta init is different from save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers getting stuck loading and unexpected zero probabilities in SigLIP2 are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44945", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:43232|issue:44743", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "359c33099548d9e59335084a2f2a46340484981a40be452da26e09445cb88ec1", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36503, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many are unrelated import, tokenizer, generation, or model-specific regressions. I do not see any true duplicate pairs, so the best candidate is only a loose hub for the broad import-regression subset.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest and most central report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it works best as a loose hub for the import-regression subgroup, though it is not a true duplicate of most others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall representative because it captures the broadest symptom category in this cluster and is recent; the remaining issues are mostly narrower, model- or API-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different failure modes: missing transformers.onnx module vs AutoModel/PyTorch dependency import error." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/models; no clear same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: FP8 accuracy issue vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior vs a docstring issue; not the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong outputs and a Qwen3.5 image loop are distinct runtime problems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression is not the same as Qwen3-VL-Moe compatibility/bug report." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import breakage; the other is a broad umbrella report, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache behavior and tokenizer decoder type mismatch are different tokenizer issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate internals." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and a torch.split bug do not share the same code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning are different model implementation issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a Mac bus error on CLIP are not the same defect." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and chat-template assistant message handling are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions and batched chat-template crash are distinct." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and tokenizer_config class mismatch are unrelated save/load issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation bookkeeping bug and category-count runtime error are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "General AutoTokenizer load failure and Deepseek tokenizer output regression are different tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention AutoTokenizer, but one is a general v5 regression and the other a specific tokenizer-class load failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Config epsilon precision issue and docstring mismatch do not indicate the same defect." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output changes and multimodal assistant-mask zeros are different chat/tokenization behaviors." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig in GLM-5 are separate issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning and missing fpn_position_embeddings are different SAM3 problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import failure may be one instance of broad import regressions, but the reports are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example output and mm_token_type_ids defaulting are unrelated application/model 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": 16, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", + "issue:22355|issue:28218", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:44075|issue:44936", + "issue:42831|issue:45753", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "01f4474598c6bfb94ffe38a642689dc21c2e6b5a3fbef551f95b0d11c4ed4872", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37411, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, loading, training, saving, multimodal, and version-compatibility problems. None of the soft pairs look like the same underlying bug or change, so I reject all soft edges and do not see a meaningful canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated defects across many subsystems, so it does not form a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none of the issues is representative of a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs flash-attention training degeneration." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated subsystems and failures: LayoutLMv3 error messaging vs Sentence-Transformers loading hang." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different issues: saving dequantized Ministral/Devstral weights vs loading Phi-4 multimodal." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Model loading bug vs tokenizer save metadata mismatch; not the same concrete defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different paths: save_pretrained/dequantized model export vs AutoTokenizer/AutoModel loading gguf_file." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failures: Qwen3-VL-Moe model support vs position_ids buffer read error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Training parallelism bug vs example-script classification output issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols with different root causes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a model loading/generation issue and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is decoder type handling and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping regression and assistant_masks behavior are separate tokenizer/chat-template bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs extra space after added token." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Import errors from different packages/symbols; not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation bug; different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different loading bugs: missing embed_tokens.weight vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve model saving, but one is dequantized export failure and the other is FP8 save_pretrained for MoE." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs incorrect PyTorch version gating for flex_attention." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family (GLM-5) but different defects: invalid GenerationConfig vs RoPE implementation." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Unrelated model breakage: vitpose import/path issue vs Ministral FlashAttention failure." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue vs missing image-patch helper in GLM46V image processor." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different compatibility checks: Python version support vs PyTorch version check." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling vs evaluate-after-train failure are separate training issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script output bug vs pipeline error-message wording; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE-ish regressions, but one is Qwen3-VL-Moe in 5.0 and the other is a 5.4.0 from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same MoE theme, but one is FP8 save_pretrained and the other is model loading; too different to merge." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training-state bug under FSDP2/PEFT vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extract helper behavior in qwen3_omni_moe vs flex_attention version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 GenerationConfig validity vs stale warning for num_return_sequences 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": 16, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "dd008e89a4ec6cb660a05506002a66337b259ae8cab9755d94244a1d7955e5c4", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct, model-specific or subsystem-specific bugs; none of the soft pairs look like the same underlying issue. The closest-looking ones are broad version-regression/import-error reports, but still not tight enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report (many import errors after upgrading), so it is the most plausible representative issue; the other items are narrower, unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global representative because it covers a broad regression class, unlike the others which are more specific to one model, endpoint, or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch-only install vs Python 3.14 load failure. No shared concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol from configuration_utils and the other is a broad multi-import regression after upgrade. Too broad to treat as one bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenization, but one is a tokenizer-loading regression and the other is wrong offset_mapping for Qwen3. Different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer output issues, but they affect different models and symptoms. Not the same underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated problems: missing transformers.onnx module vs LayoutLMv3 error messaging about boxes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on s_aux=None. Different components and failure modes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mentioning pipeline removals vs a flex_attention import/version check bug. No shared code-path bug." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures for different models; one is invalid GenerationConfig, the other is flash-attention behavior." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Version-pin packaging issue vs an incorrect PyTorch version guard. Not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug vs missing torchvision crash when loading through AutoProcessor. Related area, but not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer-related, but offset_mapping errors and runtime post-processor updates are different issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling vs Mistral regex patch crash. Different affected paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs dtype mismatches in bfloat16 inference. Unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules. No evidence of one shared fix." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different training/save issues: flash_attention_3 degenerate training vs incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-regression breakages, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking. Too distinct." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen3.5/Qwen3next loading, but one is missing projections and the other is a from_pretrained error. Not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3 vs a KeyError loading MobileLLM. No shared failure mechanism." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage vs TensorFlow backend detection issue. Different subsystems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure. Unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow install/backend issue vs VitPose model breakage. Different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig vs unrecognized model/config.json. Different root causes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but the reported failures are different enough that they do not look like one concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs optimizer.step called twice under deepspeed. Different optimizer problems." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal vs broad import errors after upgrade. Not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "General bfloat16 warning on compile vs Blip2 dtype fields staying float32. Same theme, but distinct defects." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type in v5 vs changed tokenization output across versions. Similar area, but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol vs audio feature-extraction failure. No shared code-path." + } + ] + }, + "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": 16, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43986|issue:44484", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:42673|issue:43577", + "issue:44038|issue:44410", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:43986|issue:44117", + "issue:43931|issue:44410" + ], + "prepared_review_unit_hash": "3e5800e33797df7d931f426eb2b23d35e5c3582270a5a07d6066aedf70c96770", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38811, + "estimated_input_tokens": 9703, + "estimated_eval_tokens": 19662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: the issues span unrelated import errors, model-specific load failures, training/runtime regressions, and config/attention bugs. I do not see any soft pair that clearly describes the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate stands out; if one issue must anchor the cluster, issue:43097 is the broadest cross-cutting regression and has the strongest evidence of wider impact/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43097 is the best single representative only by breadth and reference count, not because it matches the others closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings warning vs MLA layernorm epsilon precision bug; different subsystems and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding tying deprecation/removal vs unexpected position-id key warnings; unrelated regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V vs rms_norm_eps precision issue in MLA; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5-Moe loading error; unrelated topics." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5-Moe from_pretrained failure; different model families." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value issue vs GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose breakage vs tokenizer error masking when protobuf is absent; no shared defect." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is Ministral-3 inference failure and the other is degenerate training with FA3; not mergeable as one bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning vs model-type mismatch warning for sam3_tracker; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type-checking regression; different APIs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage in PretrainedConfig vs TensorFlow backend detection error; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders vs Qwen3.5 flash-attention generation issue; different symptoms and code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings warning vs FineGrainedFP8 accuracy issue; only loosely related by precision." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak vs isolated reproduction of another issue; no evidence they share root cause." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs model loading failure for physical-intelligence/fast; different lookup layers." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding tying removal regression vs gguf_file loading breakage; unrelated model-loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs max_shard_size question; no overlap in underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3-VL-Moe regression; both are load errors but not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs PretrainedConfig type checking regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility issue for Transformers 5.1.0 vs wrong output under pipeline parallelism; different problem classes." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type warning vs tie_word_embeddings warning in Qwen3.5; unrelated warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing GLM46V image-patch helper vs torch.split return-values issue; no shared root cause." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training collapse vs category-count limit runtime error; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different symbols/packages: layer_type_validation vs is_offline_mode." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs Liger Kernel not applied with model_init; different training bugs." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding tying removal regression vs flash_attention.py s_aux=None crash; different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections vs missing deepstack_visual_indexes field; different config/model issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-arg duplication vs tokenizer mapping returning None; unrelated tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying defect." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring annotation crash; unrelated utility paths." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs Blip2 dtype staying float32; different symptoms and fixes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a Qwen3-VL-Moe load bug and the other is qwen3next layer construction; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs GLM-5 RoPE implementation; different components." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision vs tokenizer mapping None; different layers of the stack." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B vs missing projections in qwen3next; unrelated model defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43064|issue:44380", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381" + ], + "prepared_review_unit_hash": "c644993518360014f6d9732694ef6e791be4af95261c3dcc1bd5049522a54d30", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster of Transformers v5 regressions and model-specific bugs, not a single duplicate group. I found one plausible duplicate pair in CLIP output handling; the rest look like distinct issues despite overlapping keywords (loading, saving, v5, testing utils, etc.).", + "confidence": 0.77, + "canonical_issue_reason": "issue:43761 is the clearest, most specific anchor for the CLIP v5 regression: it names the exact forward behavior (`hidden_states=None` despite `output_hidden_states=True`) and is more actionable than the sibling symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the strongest issue to keep as the representative bug report because it is concrete, reproducible, and appears to capture the shared CLIP output-population regression most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are load/cache-related, but one is an offline/local_files_only networking bug and the other is a missing weight during UMT5 loading; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is an API removal regression, the other is a quantization/offloading problem; same release era, not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The titles point to different tokenizer/import problems; there is no evidence they share the same concrete failure." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve processor/model loading, but they fail for different missing dependencies and different models; not mergeable as one fix." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video-model loading without torchvision and chat-template crashes with tool calls are unrelated bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a vague small bug and the other is a specific xdist race on captured_info.txt; not clearly the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems entirely: video processor loading vs testing utils." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "One concerns removed model config API, the other is stale pipeline docs; overlap is only around v5 surface area." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both are pipeline-related, but one is an error-message regression and the other is save_pretrained support for Pipeline objects; distinct fixes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure and testing_utils bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading and chat-completions API behavior are different layers and different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utils race and flash-attention sinkless-model attribute error are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are separate behaviors." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a PyTorch warning about bfloat16 compilation, the other is a compile failure for a specific model/backend combination; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but about different settings and different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop on a specific image are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different objects and failures." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are different components and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API rejection and Qwen2.5-VL batched chat-template crash are different request paths." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages; no shared fix is evident." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about compiling bfloat16 is not the same as flex_attention outright failing on newer torch versions." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions endpoint behavior and assistant-message tool-call template handling are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regressions in output handling/forward results: one says attentions are no longer assigned, the other says hidden_states are missing despite being requested. This looks like one shared CLIP output-population bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family name, but one is a load regression in v5 and the other is an fp8 support request; not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling with SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a missing configuration_utils symbol and local_files_only making API requests are different issues." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "OpenAI-style chat endpoint rejection and Qwen2.5-VL video position-id bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load/save regressions, but one is a Qwen3VL-MoE load breakage and the other is a state_dict ordering issue; not enough to call them duplicates." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs drift for return_all_scores and Pipeline.save_pretrained failures are different categories of bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors on model outputs/configs, but they affect different models and missing fields; no shared code path is evident." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoint/loading semantics, but one is about sorted state_dict loading and the other about incorrect saved checkpoints; too different to merge." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are different save targets and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Reiterated: one is a load bug, the other is an fp8 support request; not the same underlying change." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression and Qwen2.5-VL video position-id bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted CLIP pair is plausibly the same output-population regression, while the rejected pairs are mostly supported as distinct by their titles and described failure modes. No clear overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44263|issue:45440", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43992|issue:45310", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857" + ], + "prepared_review_unit_hash": "6f6dcb41d6d1753e8221e43a0c7550747a846e5b005c72972430697864b1386f", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37786, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated bug reports across loading, config, attention, TP, and test infrastructure. I do not see any soft pair that is clearly the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "If a single anchor is required, issue #36683 is the best representative because it is the most active/open issue and matches the nearby family of model-config attribute/loading regressions; however, the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #36683 is the strongest global issue candidate by discussion volume and because several nearby items are also model-loading/config-attribute problems, making it the closest reusable triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures in different modules/dependencies; same symptom, not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated code paths: GlmMoeDsaIndexer torch.split behavior vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs pipeline save_pretrained." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different model-specific implementation issues." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields; too broad to treat as one bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint keys." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "No clear shared code path; one is a reproduction of an older issue, the other is an infinite-loop report on a specific image." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different model families and failure modes; config attribute error vs load-balancing loss logic." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but the specific missing attribute/model context differs." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen model variants and different failure modes: model loading vs generation loop." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: FlashAttention support for a model vs Python-version compatibility." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Different attention bugs in different models; not the same concrete fix." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Same broad attention area, but different model/backend behaviors and no shared code-path evidence." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different missing-key/loading failures." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs classification-loss degeneration; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Possible performance overlap, but one is a concrete import-star cleanup and the other is a vague slow-import report; not enough to merge." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different loading/config issues; state_dict ordering vs a missing vision config field." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed optimizer-state bug vs typo in cache-strategy docs/code." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different bugs in different paths; CLIP output field assignment vs GPT2 backend scaling." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same general FlashAttention theme, but different models and reports." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/runtime errors, but one is about compiled Python files and the other is a Python 3.13 JIT parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Both are loading-related, but one is a missing config attribute and the other is tokenizer mapping returning None." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness in different places: missing set_seed vs xdist file-write race." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Unrelated: tie_embeddings API removal vs FlashAttention support." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: generic load failure vs incorrect visual-encoder keys on save." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both compatibility complaints, but one is Python 3.9/3.10 support and the other is Python 3.14 load failure." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and failure modes; not the same from_pretrained bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different DSA/indexing logic vs DeepSeek model divergence." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Distributed training optimizer-state bug vs pipeline save_pretrained; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM; not the same concrete issue." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and fixes; post_init validation vs attention scaling." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in unrelated code paths; output field assignment vs flash_attention s_aux handling." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch import vs tokenizer loading behavior." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different topics: load failure with sorted state_dict vs save_pretrained shard-size default." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated issues: CLIP output metadata vs AMP/CUDA crash in LwDetrImageLoss." + } + ] + }, + "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": 16, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:43010|issue:45656", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468" + ], + "prepared_review_unit_hash": "300f2f3a9d637e22b527b85b843073a146a8af89e03d840c7c32e8617d7fd8de", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38498, + "estimated_input_tokens": 9625, + "estimated_eval_tokens": 19506 + }, + "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 v5 regressions and compatibility reports; the soft-similarity pairs are mostly false positives. I would treat issue:45278 as the umbrella canonical issue because it best captures the broad \u201cmany import errors after upgrading to v5.5.0\u201d theme.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the cluster, summarizing the dominant theme of widespread import/load breakage after upgrading to Transformers 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best serves as the cluster anchor because it describes the general regression class that many of the other import/load complaints resemble.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: missing CLIPOutput attentions vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Documentation mismatch for text-classification output vs Python 3.14 import/load failure; unrelated symptoms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness in sam_hq vs model loading failure for Phi-4 multimodal; not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained issue vs Python 3.14 load failure; distinct code paths." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they concern different tests and failure causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Sam HQ test seeding vs auto_mappings stale config references; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak vs AddedToken constructor error; different problems." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad discussion vs SGD optimizer args ignored; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different test stability issues in different files/components." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained moE bug vs missing tensor-parallel plan; different concrete code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local_files_only network behavior vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file loading errors vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers vs documentation confusion in model.forward; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a generic from_pretrained failure; too little evidence of one concrete duplicate bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM vs checkpoint reload incompatibility after upgrade; different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel metadata issue vs missing deepstack_visual_indexes field; unrelated model config bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad cache update discussion vs broad import errors after upgrade; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading issue vs reloading old checkpoints after upgrade; related in theme but not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer update decoration vs tie_word_embeddings warning during fine-tuning; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access with local_files_only vs FP8 save_pretrained moe; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local file download behavior vs a standalone issue titled 'racoon'; no meaningful relation." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application bug vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image patch-count API in GLM46V; distinct bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs tensor parallel training bug; different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file loading errors vs pipeline save_pretrained failure; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors vs PretrainedConfig type checking regression; different issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/Qwen, but one is save_pretrained moE and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs unrelated 'racoon' issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs model loading breakage for Llama 3.2 multimodal; different model-specific issues." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/layer no-grad topic vs optimizer step being called twice with deepspeed; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading breakage in v5 dev vs checkpoint reload incompatibility after upgrade; similar theme but different concrete failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Import error for is_offline_mode vs transformers env command broken; different symptoms and code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken CLI command vs PretrainedConfig type checking regression; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command issue vs missing Qwen2.5-VL export; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder 'racoon' issue vs Gemma-4 audio positional encoding bug; no relation." + } + ] + }, + "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": 16, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43232", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:43576|issue:44351", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908" + ], + "prepared_review_unit_hash": "a8175a4d333f06e873478f26fb7c530d41426721820a44a661813735d0aa546e", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39349, + "estimated_input_tokens": 9838, + "estimated_eval_tokens": 19932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated docs, model-specific bugs, and import/regression reports. The only soft duplicate I\u2019d accept is the lazy-loading/import-path pair (44273/45003); everything else is too broad or clearly different.", + "confidence": 0.69, + "canonical_issue_reason": "issue:41669 is the broadest concrete import-system report in the set and best captures the cluster\u2019s shared theme of top-level import/lazy-loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest representative because it is specific, system-wide, and plausibly connected to several of the import-related reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/no_grad bug vs Python-version support issue; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc wording confusion vs import error for a different symbol; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different top-level symbols; too broad to merge." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: missing import vs broken env command." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "v5 env command failure vs missing HybridCache export; different concrete problems." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both generation-related, but different code paths and symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs documentation mismatch." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Import symbol failure vs compiled-file runtime error; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel bug vs BeitImageProcessorFast label handling; different area." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different model/math bugs with no shared concrete code path." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to lazy-loading/import machinery being broken; 45003 gives a likely root cause for 44273." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save-pretrained bug vs generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading vs TF backend detection; different failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3.5 image bugs with unrelated symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5 env command regression vs checkpoint reload incompatibility; not the same change." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-performance/import-star issue vs generation cache missing; too different." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-MoE/tensor-parallel issues; not enough evidence of same defect." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 incompatibility, but one is general checkpoint reload and the other is a specific remote-code/meta-init case." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring issue vs unrelated placeholder issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwarg forwarding vs scheduler kwargs; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds vs scheduler kwargs bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import report vs lazy-loading malfunction; related area but not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger kernel application bug; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python compatibility issue vs image output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error vs Qwen3-VL output bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read error vs generic bug report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache regression vs typo in cache-strategy docs/code." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star/lazy-load cleanup vs missing HybridCache export; too indirect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-system issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-system issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related bugs with no shared concrete fix." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application bug vs flash_attention_3 training degradation; different issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different model utility bugs; no shared code-path evidence." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mention pipeline() vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading performance issue vs scheduler kwargs bug; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The lone accepted soft duplicate (44273/45003) is plausible from the issue titles, and the other rejections do not overclaim. The representative/canonical choice of 41669 is reasonable as a broad import-system report, even if the cluster overall is noisy." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-387", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "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:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "69cea6aa46574de52c1f5e53ae96815b3105f4f24a9d72b2123173aedf465a8d", + "component_budget": { + "node_count": 387, + "item_count": 387, + "soft_pair_count": 1455, + "serialized_chars": 749552, + "estimated_input_tokens": 187388, + "estimated_eval_tokens": 375032 + }, + "budget": { + "node_count": 40, + "item_count": 40, + "soft_pair_count": 40, + "serialized_chars": 34373, + "estimated_input_tokens": 8594, + "estimated_eval_tokens": 17444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue reports across loading, tokenizer, training, docs, and model-specific bugs. I did not find any soft edge that confidently represents the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs, and the few tokenizer/v5-loading reports are similar only at a high level, not clearly the same concrete defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the most concrete and actionable issue in the loosely related tokenizer/v5 subset, so it is the best anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "Different topics: TF32 configuration warning vs a cache-strategy typo." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save/pretrained paths, but one is pipeline serialization and the other is tied-weights key handling; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Unrelated: v5 env command breakage vs lazy loading failure." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model/code-path problems with no clear overlap." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a vague bug report; the other is a specific Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Documentation cleanup vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs: timestamp calculation vs RoPE implementation." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup vs VRAM leak in a model; not the same defect." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression; different scope." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs issue vs import error in flash attention utils; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization, but one is Liger kernel application and the other is meta-init compatibility for remote-code checkpoints; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation issue; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Two different model components and failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior guidance vs a VRAM leak report; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests vs timestamp computation in a processor; different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math vs processor.save_pretrained missing files; not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model/processor bugs with no shared code-path evidence." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer return-value issue vs Gemma4 audio positional encoding issue; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision/config discussion for MLA q_a_layernorm vs Gemma4 audio encoding; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in a model vs a testing_utils bug; not the same defect." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Same broad tokenizer-v5 theme, but one is a general behavior change report and the other is a specific decoder-type bug; not enough to call them the same underlying issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash in saving logic vs chat-template crash on tool-call messages; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Config attribute missing vs tied-weights key handling; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs placeholder issue; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup vs placeholder issue; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in a config vs tied-weights key crash; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer v5 decoder-type bug vs placeholder issue; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs an import error in configuration_utils; different defects." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer bug vs placeholder issue; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs processor.save_pretrained file omission; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs vs slow from_pretrained checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow loading vs documentation confusion; different kinds of issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs a Qwen3.5 MoE loading regression; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading vs tokenizer loading regression; different symptoms and likely different fixes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs FP8 inference support; unrelated." + } + ] + }, + "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": 16, + "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": "65fba15f8445349534702d92ac64990a4c1dcee2aa8b0752196446d58fe5d48b", + "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 both community-contribution feature requests in the same general area, but they target different capabilities: Flash Attention 2 support vs GGUF support. They do not look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 26350 is the better canonical issue only if the cluster is meant to represent Flash Attention 2 architecture support requests, because it is the more specific and earlier request. But it is not a canonical representative for the GGUF request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global best representative of the other; they request different features. If forced to choose a single issue for the cluster, 26350 is slightly more specific and established, but the two should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support for more architectures versus GGUF support for more architectures. Same broad subsystem, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 16, + "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": "89b811526feaa1e170b4ad18cf1b70b9a0c833b8c97eed4ee16b27e565b0275d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like separate i18n translation-request issues rather than duplicates; only #27088 is concrete about Turkish, while the others are generic template instances.", + "confidence": 0.89, + "canonical_issue_reason": "#27088 is the most specific and actionable issue because it names a concrete target language (Turkish) instead of a placeholder template.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the best representative issue in this cluster due to its specificity and clearer scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are about docs translation, but one is concrete Turkish and the other is a generic placeholder; they are not clearly the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The shared template suggests similar category, but the language target is not the same concrete issue, so this is not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Generic translation template versus a specific Turkish request; no evidence they describe the same change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are template-like translation issues with no concrete language match shown, so they should not be merged as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same template text alone is insufficient; they could refer to different languages and therefore different requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder translation requests, but there is no concrete evidence they refer to the same language or same underlying task." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "8435e75656feb7c954bc1806a8a411222bc132c7fa0e47c0dd948b4e145f7e07", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17652, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17652, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate model-request issues across different architectures and modalities. They share a generic \"add support\" theme, but not the same underlying change, so no soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 37015 is the best representative of the cluster: it is a typical, active model-add request and the set has no clear true duplicate to collapse into a single canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "37015 is the strongest overall representative by discussion activity and because it matches the common pattern in this cluster: a concrete request to add a model to the library.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same broad \"add model\" theme only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and different tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are distinct architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model types and implementations." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different models with different support requirements." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and the weight-sparse transformer request do not describe the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model architectures." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are unrelated requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are not the same underlying support request." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and the generic BERT-like/RoPE request overlap loosely in domain, but they are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-like RoPE request and Voxtral TTS support are not the same model or implementation path." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modality-specific features." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different TTS models; no evidence they are the same support change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "A TTS support request and a sparse transformer architecture request are not duplicates." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not one concrete fix." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText are different model types with different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different task/model combinations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "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": "83ce738025620504797af04b706c29b3de06d1c1ea0542e268a6ef2d4291fbc9", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated closed issues across models, configs, loss plumbing, and tokenizer warnings. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target because the items describe different bugs in different components rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the strongest standalone issue in the set: it has the most discussion activity and describes a concrete, user-visible regression with a specific version trigger.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "One is about Llama4TextL2Norm possibly implementing RMSNorm; the other is a ModernBERTConfig type-hint problem. Different models and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value being unused is a model-loss configuration bug, while kwargs not being passed affects loss-function plumbing in general. Not the same concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss ignore_value and tokenizer regex warning regression are unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage in Mask2Former is unrelated to a typo in a quantization operation name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern different models and different kinds of issues: ignored loss parameter vs incorrect config type annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERTConfig type hints do not describe the same bug or fix path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect norm_eps type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint issue and a typo in quantization_operation 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": 7, + "component_count": 16, + "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": "36f56e65eef3ba129411d2ddad4b7a8cb299bf350c1aaa08ce1bd755a2e88d06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 model support. They only share weak textual similarity.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more specific and actionable issue title; 41084 is broader and appears unrelated to it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics and code paths: block decoding vs model support. The similarity is only superficial." + } + ] + }, + "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": 16, + "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": "a5dd25a823e112c738c606ddb1193508254c89eb821b2d014ed2496a667b9718", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Trainer customization, but they target different behaviors: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the topics are related but distinct, with different user-facing behavior and different likely code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong global representative of the other since they address separate Trainer concerns rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: both mention custom trainers, but one concerns unused-column removal and the other concerns FLOPS estimation; these are separate problems and would not be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "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": "02fbdd5e5cba129baa67486036c14d08e05084365a522d7633107b5bff76228c", + "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 issues are related only at a very high level: both ask for Qwen model support, but they target different model families and different auto classes/tasks, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: #43684 is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, while #44405 is about AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is broader and more representative of a registration gap, but it should not subsume #44405 because the requested task and config are different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is model registration for Qwen3-Omni generative auto classes, the other is sequence-classification support for Qwen3.5/Qwen3_5Config. Same broad theme, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "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": "17a8216cf0d0005bcbed37b49031f0f9dcfa1f5d42ad052c0592dfc5e8a169f5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" look like duplicates of the same report; the \"Fett\" issue appears unrelated. I would cluster the huggingface issues together and keep issue 43845 as the representative.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports and is a good representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best global issue candidate because it is one of the duplicate huggingface reports and is the earliest among them; the other issue title \"Fett\" is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same bug or request; \"Fett\" does not match the huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete problem description; this looks unrelated to the huggingface issues." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no indication of the same underlying issue; reject as unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title \"huggingface \" and highly similar low-information reports; they plausibly refer to the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title \"huggingface \" and similar sparse reports; this is likely the same duplicate issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing details; these look like duplicates of the same huggingface report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: issue 43835 has a different title (\u201cFett\u201d) and no concrete linkage to the three \u201chuggingface \u201d issues, while 43845/43846/43859 share the same title and are reasonably treated as a duplicate cluster. The choice of 43845 as representative is also conservative and supported by the earliest created_at among that group." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "ac6d4023436f2e7b4c8a6d790faa113b8fa49bfa9c0e0aaa836759f3729b7690", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-signal/spam issues rather than duplicates. One item is a generic documentation request, while the others are spammy or promotional titles with no concrete shared bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44418 is the only non-spam-like, plausibly legitimate request in the set, so it is the best available anchor even though the cluster overall is weak.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most suitable representative because it is the only item with a conventional issue title; the others are clearly spam/promotional or empty.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\" and there is no evidence they describe the same underlying problem beyond being spam." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled \"\" with no body detail; this is not enough to treat them as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam title versus a generic documentation suggestion; no shared concrete bug, feature, or target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam title versus promotional \"Check out 'Google LLC'\"; clearly unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam; no same underlying change or bug." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam; no evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no concrete issue text showing they are the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam versus promotional title; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam versus promotional title; unrelated." + } + ] + }, + "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": 16, + "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": "6ebd917169c87d3de0cebc41a1b7f28bc53b05b3fd31a76ee12626be5edb920a", + "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": "#45145 and #45151 look highly similar and may be the same report, but the packet only shows title/body-length similarity plus a soft-similarity signal. There isn\u2019t enough direct evidence here to confidently mark them as duplicates, so this should be treated as a likely related / possible duplicate pair rather than a confirmed one. #45145 is still the better canonical candidate because it has an inbound reference.", + "confidence": 0.69, + "canonical_issue_reason": "#45145 is the better canonical candidate if these turn out to be duplicates because it already has an inbound reference, but the evidence available here is only weak-to-moderate similarity rather than a confirmed duplicate link.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the canonical thread for now because it has slightly more visibility via an inbound reference, though the duplication claim is only provisional.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles are identical and the body lengths are close, but the packet does not provide the actual bodies or any explicit linkage, so this is not enough to confidently confirm the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence. The packet only shows strong title similarity, similar body length, and a soft-similarity signal; it does not provide the actual bodies or any explicit linkage confirming duplication. Since the pair\u2019s deterministic verdict is false, marking the issue pair as accepted/duplicate is too strong. The canonical choice of #45145 is plausible because it has an inbound reference, but the confidence and duplicate claim should be toned down to something more conservative like \u2018likely related/possible duplicate.\u2019" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "a336c419d30b9bd852e12e00cf1b7bab6e3b7d03203821ef6ed200de7aa47f78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs: one is Gemma4 audio-module dtype handling with uint8 weights and `torch.finfo()`, the other is `BitsAndBytesConfig.llm_int8_skip_modules` unintentionally removing the default `lm_head` exclusion and triggering an `AssertionError`.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying code paths and failure modes: dtype/math handling in Gemma4 audio modules versus configuration logic for module skipping in BitsAndBytes. They are not the same bug and should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "b060f37cf83d61d8baf7a394652e5b28bced900fb14661d662e31793ffd05a28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are title-only entries about different named individuals with different dates, and there is no substantive evidence they describe the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are closed, bodyless, and appear to be unrelated personal-name entries rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no body, links, or shared technical context; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "d358283d1bfa5c844cbdf51a537ccb8b1a086761fe166e5dbc4dd530c3abe8e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not appear to describe the same bug or change; they look like unrelated name/date entries with no technical content to deduplicate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45764 is only marginally preferable as the anchor because it was created slightly earlier, but neither issue is a credible canonical since both titles are just standalone name/date strings with no shared problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for the cluster; there is no body, discussion, or technical context suggesting a real report to canonicalize.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are unrelated personal-name/date strings and there is no evidence they describe the same underlying 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": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "36f6934f01baf6d8bde55f1db2a2cfa90ede3f4d88fe74340fec552a8f8ffbab", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35203, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35203, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad repository similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches for issue 43240; the rest are distinct model additions, docs, or refactors.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicated change in the cluster: it directly fixes issue 43240 in `fixed_cross_entropy`, and its implementation already covers the kwargs supported by `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best canonical PR because it is issue-linked, narrowly scoped, and most directly expresses the underlying fix; PR 43254 is effectively the same change with a slightly different presentation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs executorch dynamic-shape test; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions vs executorch export test; no shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helpers vs adding MobileLLM; different models and purposes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness refactor vs adding MobileLLM; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new model implementation; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs Mistral4 test/model changes; different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch test coverage vs Mistral4 test/model fixes; only generic testing similarity." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export tests vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config resolution ordering fix; no shared concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor; different subsystems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs model-creation skill/docs; documentation/tooling, not same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs for audio/video processors; only broad docs similarity." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor vs Mistral4 test/model fixes; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/model changes vs CLIP-like layernorm rename cleanup; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 fixes vs docs for audio/video processors; no shared underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs `cls.config` resolution order fix; unrelated implementation areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill/docs; different scope." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch the same `fixed_cross_entropy` code path for issue 43240 and would plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted pair, 43251/43254, is clearly the same `fixed_cross_entropy` bugfix in the same file for the same issue target and could plausibly be merged into one PR. The remaining soft pairs are appropriately rejected as broad similarity rather than shared bugfix or mergeable duplicate changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "496d198fd8e55089431df5366c84948ad129888071b2fb776086ac134feb7386", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not the same change: one is the base VibeVoice implementation, the other adds a separate realtime variant with additional tokenizer/feature/generation work. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the original, broader VibeVoice implementation and appears more mature (non-draft, much higher review activity).", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall PR to represent the cluster since it establishes the core model integration; #42781 is a follow-on realtime extension rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: both are in the same VibeVoice area, but #40546 implements the base model while #42781 is a draft for VibeVoice Realtime with extra acoustic tokenizer and generation changes. They touch overlapping files, but they are not the same underlying bug or feature and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "a53f7de13e647e0aac5e405bd150be0a917d8410c457133530b34b29040e90b7", + "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": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same underlying change and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features; they are not the same bug or change and could not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "9cbc7197164be5125ef4c5d5474a90d9b8a13aa11f6c7ec7d9a0f87366aa9f78", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10427, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10427, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate new-model addition PRs. They share common Transformers boilerplate (docs, auto mappings, model registration), but each targets a different model family and code path, so they are not 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:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and implementations (DeepSeek OCR vs Isaac); overlap is limited to standard model-registration/docs boilerplate." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different additions (Isaac vs Kimi2-6) with different model-specific files and tests; similarity is only in shared integration scaffolding." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "bfe1ef52932bdfadbc58ede293c19d08192c4ea7af1681546f38ad3100c69513", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate maintenance PRs touching overlapping GitHub workflow files, but they upgrade different actions and address different dependency bumps, so they should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-runtime compatibility upgrade: it updates multiple GitHub actions to Node 24-compatible versions across many workflows. PR 42976 is a narrower Docker action version bump set and does not cover the same change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster representative because it is the larger, more comprehensive GitHub Actions compatibility update and better matches the overall maintenance theme of the shared workflow files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow maintenance PRs, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 bumps docker/build-push-action and a few related workflow actions. They touch some of the same files, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "3c1c824e4d3481e33d4e3fd62665b51287688afd0e382d1c94e4e4dee835e4e4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts. They share generic Transformers scaffolding (docs, auto mappings, tests), but each targets a different architecture and code path, so none should be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model additions (ViT NEPA, Molmo, Molmo2, CTSM) with different implementations and filenames, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative; all four are separate feature PRs rather than near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic and do not indicate the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2) with different model, processor, and conversion files; not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations; overlapping docs/auto files are incidental scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different implementation and processing stacks, so they are not duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different models and codepaths; similarity is limited to shared registration/documentation changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different modules and tests; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "90ca72f5dd0a336e9de1b2ca1c6c61ce3fc8aaa1d4f3ff8fba117e8bc17b7e87", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes Whisper tokenization behavior, one changes unrelated CLIP/ViT tests, and one fixes FP8/dequant loading logic. The only common signal is generic \"fix\" wording.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest standalone change: it contains substantive implementation work across loading and FP8 quantization code, plus a model-specific test, unlike the test-only or narrow Whisper PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it is the most complete, code-path-level fix rather than a test tweak or a narrowly scoped tokenizer change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and failure modes: Whisper tokenizer decode logic versus CLIP/ViT test edits. No shared concrete bug or mergeable combined fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model loading. These do not look like the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT PR is just test assertions in model tests, while the other changes FP8 dequant/loading internals. Not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "a5df7642c7aad0719f1c3e6b458ae8d24fee99f39e45b27a1059cfa29b339c3a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: they only overlap on one test file, while their actual changes target different areas (one is a repo-bot/setup tweak, the other is workflow/testing/notification changes).", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR here; if forced, 43532 is the more substantive and informative change set, but it is not the same fix as 43488.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the better representative of the cluster because it has the broader, more detailed change set and clearer context; 43488 looks like a narrow bot-check/formatting PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: shared evidence is only soft similarity and one common test file, but the diffs address different code paths and purposes. These 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": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "318ba506395ee91d22e9d1811b6ecce4c886b92ff844ba9e7cfaa744a929e4cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and registration plumbing, but they target different pipelines/models and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: these are separate feature additions with different task definitions and model support.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the more comprehensive representative if one is needed, with broader model coverage and more integration/test surface, but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registration files are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "5875e643e1d0f2220db75d6a57fa23f0798fe1c6997bb0c4131622650ae6f1f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in trainer.py that both add customization hooks, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. Not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling in training_step, while 43663 adds a separate override hook for column filtering; they solve different problems.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global duplicate representative. If forced to pick a cleaner standalone change, 43651 is slightly more self-contained, but the pair should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different extension points and code paths in Trainer: one controls GA loss normalization, the other controls dataset column filtering/signature inspection. Same file only, not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "5e6961e986f2af7939a2f3d40703c0f29ed20fd147de96349f133eb79c10332f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR #43842 is the clearest match for the cluster: it is a narrow, explicit fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. PR #43836 looks related and plausibly part of the same serve.py annotation-evaluation fix, but it is broader. PR #43656 is weaker evidence: it touches the same file, but the packet only supports it as a more general annotation/future-import cleanup tied to a different issue target, not clearly the same bugfix.", + "confidence": 0.7, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the best canonical PR because it most directly and minimally fixes the concrete TypeAdapter NameError, with the clearest issue linkage and least surrounding refactor noise.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest overall representative: it is the narrowest, best-scoped fix for the specific runtime failure in `serve.py` and is easiest to use as the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file, but the evidence is too broad and the linked issue differs; this looks more like a related annotation cleanup than the same concrete TypeAdapter bugfix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same `serve.py` TypeAdapter/annotation NameError path and share the same issue target, so they plausibly represent the same underlying fix despite different scope." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. PR #43842 is well supported as the narrow TypeAdapter fix, and PR #43836 is plausibly related because it shares the same file and issue target. But PR #43656 is not grounded as clearly: the packet only shows broader annotation/future-import cleanup and a different linked issue, so calling it the same TypeAdapter bugfix and accepting it as mergeable with #43842 overstates the evidence. A more conservative summary would distinguish #43842 as the clearest match and describe the others as related annotation-evaluation fixes rather than the same bug with confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"summary": "This cluster is mostly a set of model-specific output-tracing refactors, not true duplicates across different architectures. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J/CodeGen refactor branches.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen tracing refactors: it targets the same concrete output-capture code path as the earlier GPT-J PRs and appears to be the most complete/latest variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single representative for this cluster because it covers the same concrete GPT-J/CodeGen output-tracing change as the closest overlapping PRs and has the clearest scope among the accepted duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; only a broad standardized-output theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping model code paths; could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are separate model implementations; no shared concrete bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and forward paths; only a generic decorator migration overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen output tracing is unrelated to EfficientNet output tracing." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa touch unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families; no shared concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MPT refactor; same pattern, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path and overlap enough to be merged together." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same broad refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate models with different forward logic." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM do not share the same concrete bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR have no shared concrete fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR do not touch the same code path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model stacks." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 do not share the same bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models with different output logic." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "SegFormer and MPNet are different architectures." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 do not share the same concrete refactor." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change set; strong overlap on the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing on the same underlying code path and are close enough to merge together." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model families." + }, + { + "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: it correctly treats this as mostly model-specific output-tracing refactors and identifies the GPT-Neo and GPT-J/CodeGen branches as the only real overlap clusters. The accepted soft-edge pairs are also conservative enough and look mergeable into single bugfix PRs for the same model family/code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "34900a8774c8bba9e9a5ceff83a6371d8168fb0816eb1b8224a8cf8f13331497", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "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 PRs are all model-specific refactors toward standardized output tracing/capture_outputs, but they are not duplicates of one another because each targets a different model implementation and code path.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most representative single item: it has an explicit issue target, a clear refactor title, and a focused but substantial SpeechT5 output-tracing migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone exemplar for the cluster because it is tightly scoped, traceable to an issue, and clearly reflects the standardized output-capture change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models and different code paths; 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Each PR introduces a different model family and concrete codepath, so none should be collapsed into a single canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone representative only because it has an explicit issue link and a clear scoped title, but it is still not duplicate-equivalent to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared registry/docs boilerplate is not enough to indicate the same underlying change or mergeable single PR." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). They touch similar integration surfaces but implement unrelated models and codepaths." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS). Overlap is limited to common model-registration files, not the same bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "cab5bbb73f0047821d0397b1f59cedc42fce57429c1c5e45b383cd289fc89951", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are fusion-related, but they target different layers and likely different change sets: #44979 introduces a standalone Module Fusion API, while #45363 adds end-to-end n-to-1 kernel fusion wiring via KernelConfig and model loading. They are related in theme, not the same concrete fix/change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the stronger representative of the cluster because it spans the user-facing fusion flow end to end (KernelConfig, integrations, modeling_utils, and an example), whereas #44979 is a lower-level API addition for module fusion internals.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best single artifact to keep as the cluster representative since it covers the broader, more actionable feature path and is closer to the practical mergeable change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are not the same underlying code change: #44979 adds a general Module Fusion API in a new file, while #45363 implements kernel-based n-to-1 fusion plumbing through KernelConfig and model loading. Similar topic, but different abstraction level and merge target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "1c322b94275d6648bf7092abf5664169d991dcf06c29be8d5f279c97763bbfe6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex patching AttributeError in the same code path. PR 45317 is the better canonical/best PR because it includes the code fix plus test coverage, while 45086 is the smaller earlier version of essentially the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete instance of the fix: same underlying bug, same target file, and it adds tests in addition to the code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single artifact to keep because it subsumes the earlier patch and is more likely to be merge-ready due to added test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same shared target/file, and the second PR is effectively an extended version of the first with tests; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "7040051a56c35a46d47839ec33b3ff3871892a2faf417c855b69083881fa98a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related NemotronH refactors, but they are not duplicates: PR#45115 is a narrow inheritance/weight-mapping cleanup, while PR#45569 is a broader model split that adds dedicated NemotronHDense/NemotronHSparse code, docs, and tests. The shared files reflect the same subsystem, not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR#45569 is the more complete and forward-looking change: it introduces the dense/sparse model variants, updates auto-mappings and docs, and includes tests. PR#45115 is only a partial structural refactor focused on conversion mappings and inheritance cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR#45569 best represents the final intended implementation because it covers the full NemotronH reorganization rather than just the conversion-mapping portion. It is the strongest candidate to keep as the cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but the concrete changes differ: one is a narrow refactor/mapping adjustment, the other is a broader architecture split with new model packages, docs, and tests. They are related work, not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "e2fc1decbc8a4e2cc3769ae6a11b7009fa930005b952328e5b7c014f163307f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related open PRs are part of the same heterogeneous-model feature work, but they split along different layers: one adds per-layer config plumbing, the other adds modeling/runtime support. They overlap in infrastructure files, yet they are not the same concrete change and are not safe to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache, masking, modeling, and tests, so it is the most representative PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative because it covers the wider end-to-end code path and subsumes the config-only groundwork from #45333.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are closely related feature PRs, but one is config-layer support and the other is runtime/modeling support. They share groundwork files, yet they do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7f81b078333ede3d286e1eddc44240b2007d3a5de90114717aff3a3e71d7a719", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (typing cleanup), but they do not look like the same underlying change. PR 45415 is a broad type-checking sweep across many Transformers files plus pyproject ignores, while PR 45425 introduces shared typing protocols/aliases and updates a smaller set of typing consumers.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the more self-contained change: it defines shared typing helpers and updates a limited set of consumers. 45415 is a much broader repo-wide typing pass, so it is less suitable as the representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the best representative because it has a tighter scope and a clearer concrete code-path change, making it more coherent than the broad type-checking sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different work: 45415 is a wide type-checking cleanup and config relaxation across many modules, while 45425 adds specific typing protocols/aliases for a few consumers. They do not appear mergeable as one PR or to fix the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "3690261f39aeee742472cf34e1dbdabce18edc4b6b5eb85a3ccbf749ec78b47e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP code, while the other only adds XPU test expectations for Qianfan OCR. They should not be merged or clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it fixes an actual runtime code-path bug in model parallel handling, with concrete source changes across affected model implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative of the cluster since it addresses the substantive bug fix; PR #45615 is test-only and does not represent the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different problems and code paths: #45487 changes AltCLIP/ChineseCLIP model device handling for parallel execution, while #45615 only updates Qianfan OCR integration test outputs for XPU. They are not the same fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "d5b6a8b4d5e394022172fd72147e6511f65c63aab321a8e243112e7f5c47b179", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch expert-parallel loading, but they fix different concrete bugs: one is about DeepSpeed ZeRO-3 / accelerate launch serialization and loading, the other is about FSDP2 rank-0 broadcast overwriting experts. They are related in subsystem, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because its title and diff describe a specific, concrete failure mode with a clear code-path fix across loading and MoE handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR: it targets a well-defined bug, has a more explicit failure description, and its changes are directly tied to that bug rather than a broader loading workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP/loading, but #45548 addresses accelerate/DeepSpeed ZeRO-3 config serialization and a has_ep helper, while #45662 fixes FSDP2 expert tensors being overwritten by rank-0 broadcast. Different underlying bugs 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": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "5b3f5fe01c5886d8ec3a215cb301265219675c34e96128d9ce9bf8c36e98dcd3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info debug-log collision on issue 45561. PR 45645 is the broader, more complete version because it includes the core testing_utils fix plus CI/workflow handling to read multiple captured_info files; PR 45639 is a narrower subset of that same fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the core bug fix and the supporting CI/log-collection changes, making it the most complete representative of the underlying xdist captured_info problem.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest global representative: it addresses the same concrete xdist-safe captured_info behavior as 45639, but also handles downstream artifact collection so the fix is end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same captured_info xdist collision problem in the same testing_utils code path; 45645 simply extends the fix with workflow changes to consume multiple files, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/manifest.json b/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b8ba65137992b0d1b074a505abe4f212a00e180c --- /dev/null +++ b/snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260506t120019z", + "artifacts": { + "hybrid": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-06T12:08:33Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260506T120019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260506T120019Z/manifest.json b/snapshots/20260506T120019Z/manifest.json index 79d46ebbe4d1beffb92e613cac804eed56b99c0c..5f23fdb5793e1c3ca4c68848dc563d7fe00b143a 100644 --- a/snapshots/20260506T120019Z/manifest.json +++ b/snapshots/20260506T120019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 834 }, "extracted_at": "2026-05-06T12:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260506t120019z", + "runs": { + "hybrid-model-20260506t120019z": { + "analysis_id": "hybrid-model-20260506t120019z", + "artifacts": { + "hybrid": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260506T120019Z/analysis-runs/hybrid-model-20260506t120019z/manifest.json", + "model": null, + "published_at": "2026-05-06T12:08:33Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260506T120019Z", "watermark": {